CSE/ISE — 636 projects
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Vertex AI ML Pipeline with Metric-Gated Model Registration
Already built, 11 tests passing and the pipeline compiles locally. You will learn production ML pipelines - ingest, train, evaluate, quality gate and conditional model registration.…
SehatSathi: AI Follow-Up Companion for ASHA Health Workers
Already built (v1.2.0, 49 passing tests, public repo). You will learn health-tech product design, danger-sign triage logic, helpline integration and large-scale multilingual localisation.…
SolveScope: Full-Page Maths Scanner and Step-by-Step Solver
Already built in the apps portfolio. You will learn page segmentation, problem detection and building a rule-based symbolic solver that shows verified steps.…
AisleVerdict: Food-Label Scanner with Ingredient Red Flags
Already built in the apps portfolio. You will learn label OCR, ingredient risk rule engines and expiry-date intelligence that works without a barcode database.…
RAG-Based College Assistant: Chat with Your Notes and PDFs
Build a retrieval-augmented assistant over lecture notes and textbooks. You will learn embeddings, vector search, chunking strategy and grounded answer generation.…
Agentic AI Study Planner with Tool-Using LLM Agents
Build a multi-step agent that plans study schedules, calls calendar/quiz tools and revises plans from progress. You will learn agent loops, tool calling and state management.…
LLM Resume Screener with Explainable Match Scoring
Build a screening tool that scores resumes against a job description with reasons for every score. You will learn text embeddings, skill extraction and bias-aware ranking.…
Sign Language to Text and Speech Translator (Real-Time)
Build a webcam system that recognises Indian Sign Language gestures and speaks them aloud. You will learn landmark features, sequence models and real-time inference.…
Driver Drowsiness and Distraction Detection System
Build a camera system that detects yawning, eye closure and phone distraction and raises alerts. You will learn face-landmark analysis and temporal alert logic.…
AI Proctoring System: Face, Gaze and Object Detection for Online Exams
Build an exam-monitoring system that flags multiple faces, gaze drift and banned objects. You will learn multi-signal fusion and event logging for review.…
Plant Leaf Disease Detection with Treatment Advisory
Build a mobile app that identifies crop leaf diseases from photos and suggests treatments. You will learn transfer learning, dataset curation and field-ready deployment.…
Fake News Detection Using NLP and Source Credibility Signals
Build a classifier that separates real from fake news using text and credibility features. You will learn text classification, feature engineering and model evaluation.…
Sentiment Analysis Dashboard for Product Reviews
Build a dashboard that tracks sentiment trends across thousands of reviews. You will learn fine-tuning transformer models and interactive analytics design.…
Handwritten Digit and Text Recognition (OCR) System
Build an OCR pipeline for handwritten forms. You will learn CNN-RNN architectures, CTC loss and post-processing for real-world documents.…
AI Mock Interview Coach with Speech and Answer Feedback
Build a coach that interviews students by voice and scores answers, pace and filler words. You will learn speech-to-text pipelines and rubric-based LLM evaluation.…
Smart Attendance System Using Face Recognition
Build a classroom attendance system that marks students from a group photo. You will learn face embeddings, matching thresholds and anti-spoofing basics.…
Crop Recommendation System from Soil and Weather Data
Build a system that recommends crops from soil NPK, rainfall and season. You will learn classification model selection and API integration for live weather.…
Stock Price Trend Prediction with LSTM and News Sentiment
Build a predictor that combines price history with headline sentiment. You will learn time-series preparation, sequence models and honest backtesting.…
AI-Based Traffic Congestion Prediction and Signal Timing
Build a model that predicts junction congestion and suggests signal timings. You will learn traffic feature engineering and regression model tuning.…
Medical Report Simplifier: Explain Lab Reports in Plain Language
Build a tool that converts lab reports into simple explanations with range flags. You will learn document parsing, safe medical wording and LLM guardrails.…
Voice-Controlled Smart Home Assistant (Offline Commands)
Build a voice assistant that controls lights and appliances without cloud services. You will learn offline speech recognition and MQTT device messaging.…
Image Captioning and Visual Question Answering System
Build a system that describes images and answers questions about them. You will learn vision-language models and evaluation of generated captions.…
Plagiarism Detection System for Assignments and Code
Build a checker that finds copied text and similar code across submissions. You will learn document fingerprinting, similarity metrics and code-token analysis.…
Recommendation Engine for E-Learning Courses
Build a recommender that suggests next courses from learner behaviour. You will learn matrix factorisation, cold-start handling and ranking metrics.…
Chatbot for College Enquiry with Intent Classification
Build an enquiry chatbot for admissions, fees and courses. You will learn intent classification, entity extraction and dialogue flow design.…
Movie Recommendation System (Collaborative Filtering)
Build a recommender from user ratings. You will learn user/item similarity, matrix methods and evaluation with precision/recall.…
Spam SMS and Email Classifier
Build a spam filter with a live demo UI. You will learn text preprocessing, TF-IDF features and classifier comparison.…
House Price Prediction with Feature Engineering
Build a price predictor for Bengaluru housing data. You will learn feature engineering, outlier handling and model interpretation.…
Customer Churn Prediction for Telecom Data
Build a churn model on telecom records. You will learn handling imbalanced data, SMOTE and business-focused evaluation.…
Emotion Detection from Text Messages
Build an emotion classifier for chat text. You will learn fine-tuning small transformer models and confidence calibration.…
Object Detection Demo with YOLO: Safety Gear Compliance
Build a detector that checks helmets and vests in site photos. You will learn dataset annotation, training runs and mAP evaluation.…
Text Summariser for Long Articles (Extractive + Abstractive)
Build a summariser that compares extractive and abstractive outputs. You will learn ROUGE evaluation and summarisation trade-offs.…
Bus Passenger Crowding Recommendation Engine using Transfer Learning and Multilingual Support
Create a recommendation engine with multilingual Support that classifies incoming items automatically and routes exceptions to humans. You will learn unit and integration testing, error monitoring and data cleaning with …
Hospital Bed Demand Prediction System using Edge AI
Design and build a prediction system that automates a judgement task that today takes hours of manual effort. You will learn authentication and role-based access, containerisation and API rate limiting.…
Garbage Overflow at Public Bins Recommendation Engine using Support Vector Machines
Create a recommendation engine with anomaly Flags that classifies incoming items automatically and routes exceptions to humans. You will learn cloud deployment, data cleaning with pandas and geospatial queries.…
Ensemble Learning-Based Engine Sound Fault Decision Support System
Create a decision support system with voice Interface that learns patterns from historical data and flags cases that need attention. You will learn responsive UI design, REST API design and performance profiling.…
Bottle Cap Defect Classification System using Explainable AI and Voice Interface
Create a classification system with voice Interface that turns raw records into predictions with clear explanations. You will learn message queues, pipeline orchestration and secure coding practices.…
Worker Safety Gear Compliance Prediction Platform with Multilingual Support
Build a prediction platform that predicts outcomes early enough for staff to act on them. You will learn search indexing, performance profiling and CI/CD pipelines.…
Water Pipeline Leakage from Pressure Data Classification System with Mobile Inference
Build a classification system that predicts outcomes early enough for staff to act on them. You will learn hyperparameter tuning, WebSocket programming and database schema modelling.…
Crop Leaf Disease from Field Photos Estimation System using Transformer Models and Explainable Outputs
Create an estimation system with explainable Outputs that predicts outcomes early enough for staff to act on them. You will learn data cleaning with pandas, search indexing and feature engineering.…
Food Packet Seal Defect Estimation System with Mobile Inference
Create an estimation system with mobile Inference that automates a judgement task that today takes hours of manual effort. You will learn API rate limiting, search indexing and state management in web apps.…
Lip Reading for Silent Speech Assessment Platform using Reinforcement Learning and Model Retraining Pipeline
Build an assessment platform that detects abnormal patterns and raises alerts with supporting evidence. You will learn error monitoring, CI/CD pipelines and data visualisation.…
AI-Powered Water Pipeline Leakage from Pressure Data Assessment Platform
Design and build an assessment platform that classifies incoming items automatically and routes exceptions to humans. You will learn pipeline orchestration, geospatial queries and cloud deployment.…
Parking Occupancy from CCTV Grading System with Model Retraining Pipeline
Create a grading system with model Retraining Pipeline that scores and ranks cases so experts review the riskiest ones first. You will learn database schema modelling, state management in web apps and search indexing.…
Gradient Boosting-Based Student Attendance from Class Photos Recommendation Engine
Build a recommendation engine that classifies incoming items automatically and routes exceptions to humans. You will learn database schema modelling, model evaluation metrics and cloud deployment.…
Construction Progress from Site Photos Decision Support System with Model Retraining Pipeline
Build a decision support system that turns raw records into predictions with clear explanations. You will learn hyperparameter tuning, pipeline orchestration and authentication and role-based access.…
AI-Powered Elephant Movement Near Rail Tracks Prioritisation Engine
Design and build a prioritisation engine that automates a judgement task that today takes hours of manual effort. You will learn search indexing, hyperparameter tuning and background job scheduling.…
Lecture Video Chaptering Chat Assistant with Anomaly Flags
Design and build a chat assistant that turns raw records into predictions with clear explanations. You will learn model evaluation metrics, message queues and WebSocket programming.…
AI-Powered Movie Box Office from Trailer Buzz Screening Tool
Build a screening tool that gives decision-makers a data-backed recommendation at the right moment. You will learn cloud deployment, responsive UI design and file storage design.…
Sign Language Gesture Recommendation Engine using Ensemble Learning and Dashboard Visualisation
Build a recommendation engine that learns patterns from historical data and flags cases that need attention. You will learn caching strategies, error monitoring and cloud deployment.…
Spam Call Pattern Classification System using Computer Vision and Report Generation
Create a classification system with report Generation that detects abnormal patterns and raises alerts with supporting evidence. You will learn containerisation, database schema modelling and pipeline orchestration.…
Bus Passenger Crowding Forecasting System with Report Generation
Create a forecasting system with report Generation that scores and ranks cases so experts review the riskiest ones first. You will learn feature engineering, hyperparameter tuning and geospatial queries.…
Crop Leaf Disease from Field Photos Scoring System with Confidence Scores
Build a scoring system that automates a judgement task that today takes hours of manual effort. You will learn model evaluation metrics, secure coding practices and unit and integration testing.…
Wind Turbine Blade Damage Chat Assistant with Confidence Scores
Build a chat assistant that learns patterns from historical data and flags cases that need attention. You will learn data visualisation, cloud deployment and geospatial queries.…
Graph Neural Networks-Based Classroom Attention from Video Forecasting System
Create a forecasting system with model Retraining Pipeline that gives decision-makers a data-backed recommendation at the right moment. You will learn REST API design, secure coding practices and responsive UI design.…
Used Car Price Prioritisation Engine using Neural Networks
Build a prioritisation engine that gives decision-makers a data-backed recommendation at the right moment. You will learn file storage design, secure coding practices and database schema modelling.…
Random Forests-Based Bottle Cap Defect Recommendation Engine
Design and build a recommendation engine that automates a judgement task that today takes hours of manual effort. You will learn containerisation, state management in web apps and cloud deployment.…
AI-Powered Traffic Signal Violation Grading System
Build a grading system that automates a judgement task that today takes hours of manual effort. You will learn caching strategies, pipeline orchestration and error monitoring.…
Chess Move Quality Grading System with Dashboard Visualisation
Build a grading system that learns patterns from historical data and flags cases that need attention. You will learn file storage design, background job scheduling and responsive UI design.…
Support Vector Machines-Based Hospital Bed Demand Detection System
Build a detection system that classifies incoming items automatically and routes exceptions to humans. You will learn model evaluation metrics, message queues and background job scheduling.…
Fake Job Posting Detection System with Voice Interface
Build a detection system that predicts outcomes early enough for staff to act on them. You will learn search indexing, responsive UI design and data cleaning with pandas.…
Elephant Movement Near Rail Tracks Screening Tool using Random Forests and Real-Time Alerts
Create a screening tool with real-time Alerts that learns patterns from historical data and flags cases that need attention. You will learn error monitoring, hyperparameter tuning and message queues.…
Street Light Outage from Night Images Prioritisation Engine using Reinforcement Learning
Design and build a prioritisation engine that predicts outcomes early enough for staff to act on them. You will learn data cleaning with pandas, containerisation and authentication and role-based access.…
Steel Surface Defect Prediction System using Reinforcement Learning and Explainable Outputs
Build a prediction system that predicts outcomes early enough for staff to act on them. You will learn message queues, model evaluation metrics and responsive UI design.…
Computer Vision-Based River Water Turbidity from Drone Images Prioritisation Engine
Design and build a prioritisation engine that predicts outcomes early enough for staff to act on them. You will learn state management in web apps, containerisation and error monitoring.…
Cricket Match Win Probability Classification System with Anomaly Flags
Design and build a classification system that automates a judgement task that today takes hours of manual effort. You will learn state management in web apps, file storage design and responsive UI design.…
Music Mood from Audio Features Recognition System using Edge AI and Multilingual Support
Design and build a recognition system that classifies incoming items automatically and routes exceptions to humans. You will learn background job scheduling, cloud deployment and data cleaning with pandas.…
AI-Powered Pharmacy Stock-Out Grading System
Design and build a grading system that detects abnormal patterns and raises alerts with supporting evidence. You will learn caching strategies, database schema modelling and pipeline orchestration.…
Street Light Outage from Night Images Chat Assistant with Edge Deployment
Build a chat assistant that learns patterns from historical data and flags cases that need attention. You will learn database schema modelling, feature engineering and data visualisation.…
PCB Solder Defect Alert System with Report Generation
Build an alert system that classifies incoming items automatically and routes exceptions to humans. You will learn message queues, cloud deployment and unit and integration testing.…
Computer Vision-Based Garbage Overflow at Public Bins Prioritisation Engine
Design and build a prioritisation engine that scores and ranks cases so experts review the riskiest ones first. You will learn unit and integration testing, hyperparameter tuning and WebSocket programming.…
AI-Powered Forest Fire Smoke from Watchtower Cameras Forecasting System
Create a forecasting system with mobile Inference that learns patterns from historical data and flags cases that need attention. You will learn secure coding practices, cloud deployment and unit and integration testing.…
Warehouse Pallet Counting Estimation System with Multilingual Support
Design and build an estimation system that detects abnormal patterns and raises alerts with supporting evidence. You will learn database schema modelling, CI/CD pipelines and authentication and role-based access.…
Electricity Theft from Meter Readings Assessment Platform using Graph Neural Networks and Dashboard Visualisation
Create an assessment platform with dashboard Visualisation that gives decision-makers a data-backed recommendation at the right moment. You will learn unit and integration testing, state management in web apps and geospa…
AI-Powered Fake Job Posting Classification System
Build a classification system that automates a judgement task that today takes hours of manual effort. You will learn unit and integration testing, message queues and model evaluation metrics.…
Chess Move Quality Grading Monitoring System with Real-Time Alerts
Create a monitoring system with real-time Alerts that gives decision-makers a data-backed recommendation at the right moment. You will learn state management in web apps, error monitoring and geospatial queries.…
Food Packet Seal Defect Alert System with Batch Scoring
Create an alert system with batch Scoring that scores and ranks cases so experts review the riskiest ones first. You will learn error monitoring, geospatial queries and file storage design.…
Gradient Boosting-Based Answer Sheet Handwriting Search Engine
Build a search engine that gives decision-makers a data-backed recommendation at the right moment. You will learn secure coding practices, pipeline orchestration and containerisation.…
Noise Pollution Hotspots Monitoring System using Computer Vision
Build a monitoring system that automates a judgement task that today takes hours of manual effort. You will learn secure coding practices, performance profiling and error monitoring.…
Garbage Overflow at Public Bins Forecasting System using Graph Neural Networks and Anomaly Flags
Build a forecasting system that gives decision-makers a data-backed recommendation at the right moment. You will learn state management in web apps, CI/CD pipelines and unit and integration testing.…
Time-Series Modelling-Based Sign Language Gesture Detection System
Design and build a detection system that scores and ranks cases so experts review the riskiest ones first. You will learn pipeline orchestration, geospatial queries and caching strategies.…
Retail Shelf Stock-Out Prediction Platform using Neural Networks and Anomaly Flags
Create a prediction platform with anomaly Flags that turns raw records into predictions with clear explanations. You will learn error monitoring, responsive UI design and data cleaning with pandas.…
Street Light Outage from Night Images Prediction Platform with Drift Monitoring
Design and build a prediction platform that turns raw records into predictions with clear explanations. You will learn data visualisation, REST API design and caching strategies.…
Fish Pond Water Quality Risk Estimation System using Computer Vision
Create an estimation system with risk Stratification that detects abnormal patterns and raises alerts with supporting evidence. You will learn background job scheduling, caching strategies and hyperparameter tuning.…
Chess Move Quality Grading Forecasting System using Machine Learning and Multilingual Support
Build a forecasting system that detects abnormal patterns and raises alerts with supporting evidence. You will learn database schema modelling, feature engineering and hyperparameter tuning.…
AI-Powered Classroom Attention from Video Alert System
Build an alert system that scores and ranks cases so experts review the riskiest ones first. You will learn data cleaning with pandas, cloud deployment and responsive UI design.…
Movie Box Office from Trailer Buzz Prediction System with Drift Monitoring
Build a prediction system that detects abnormal patterns and raises alerts with supporting evidence. You will learn data visualisation, CI/CD pipelines and performance profiling.…
Lip Reading for Silent Speech Screening Tool with Mobile Inference
Create a screening tool with mobile Inference that detects abnormal patterns and raises alerts with supporting evidence. You will learn secure coding practices, data cleaning with pandas and CI/CD pipelines.…
AI-Powered Bird Call Species Identification Forecasting System
Create a forecasting system with real-time Alerts that gives decision-makers a data-backed recommendation at the right moment. You will learn responsive UI design, database schema modelling and containerisation.…
AI-Powered PCB Solder Defect Prediction Platform
Create a prediction platform with edge Deployment that detects abnormal patterns and raises alerts with supporting evidence. You will learn secure coding practices, responsive UI design and data cleaning with pandas.…
Neural Networks-Based Helmet Use at Construction Gates Assessment Platform
Build an assessment platform that automates a judgement task that today takes hours of manual effort. You will learn API rate limiting, error monitoring and authentication and role-based access.…
Random Forests-Based E-Commerce Return Fraud Alert System
Create an alert system with anomaly Flags that scores and ranks cases so experts review the riskiest ones first. You will learn database schema modelling, state management in web apps and feature engineering.…
Electricity Theft from Meter Readings Chat Assistant using Random Forests and Risk Stratification
Design and build a chat assistant that automates a judgement task that today takes hours of manual effort. You will learn feature engineering, state management in web apps and caching strategies.…
Spam Call Pattern Recognition System using Transformer Models
Design and build a recognition system that turns raw records into predictions with clear explanations. You will learn model evaluation metrics, performance profiling and error monitoring.…
Random Forests-Based Elevator Wait Time Detection System
Create a detection system with anomaly Flags that detects abnormal patterns and raises alerts with supporting evidence. You will learn pipeline orchestration, error monitoring and unit and integration testing.…
Machine Learning-Based Cricket Match Win Probability Recommendation Engine
Create a recommendation engine with multilingual Support that classifies incoming items automatically and routes exceptions to humans. You will learn data cleaning with pandas, geospatial queries and WebSocket programmin…
Garbage Overflow at Public Bins Classification System using Computer Vision and Anomaly Flags
Design and build a classification system that turns raw records into predictions with clear explanations. You will learn cloud deployment, API rate limiting and error monitoring.…
AI-Powered Hospital Bed Demand Monitoring System
Design and build a monitoring system that scores and ranks cases so experts review the riskiest ones first. You will learn database schema modelling, secure coding practices and message queues.…
River Water Turbidity from Drone Images Decision Support System with Anomaly Flags
Create a decision support system with anomaly Flags that scores and ranks cases so experts review the riskiest ones first. You will learn message queues, authentication and role-based access and model evaluation metrics.…
Forest Fire Smoke from Watchtower Cameras Scoring System with Edge Deployment
Create a scoring system with edge Deployment that predicts outcomes early enough for staff to act on them. You will learn WebSocket programming, background job scheduling and performance profiling.…
Edge AI-Based Food Delivery Time Monitoring System
Design and build a monitoring system that classifies incoming items automatically and routes exceptions to humans. You will learn responsive UI design, secure coding practices and containerisation.…
Chess Move Quality Grading Classification System using Random Forests
Build a classification system that gives decision-makers a data-backed recommendation at the right moment. You will learn performance profiling, model evaluation metrics and unit and integration testing.…
Chess Move Quality Grading Estimation System using Explainable AI
Build an estimation system that turns raw records into predictions with clear explanations. You will learn error monitoring, performance profiling and pipeline orchestration.…
Hospital Bed Demand Chat Assistant with Voice Interface
Design and build a chat assistant that learns patterns from historical data and flags cases that need attention. You will learn feature engineering, error monitoring and WebSocket programming.…
Reinforcement Learning-Based Hospital Bed Demand Prediction Platform
Build a prediction platform that detects abnormal patterns and raises alerts with supporting evidence. You will learn performance profiling, authentication and role-based access and caching strategies.…
AI-Powered Loan Default from Transaction Behaviour Prediction System
Create a prediction system with real-time Alerts that classifies incoming items automatically and routes exceptions to humans. You will learn hyperparameter tuning, database schema modelling and REST API design.…
Neural Networks-Based Textile Fabric Defect Classification System
Create a classification system with risk Stratification that predicts outcomes early enough for staff to act on them. You will learn background job scheduling, state management in web apps and data cleaning with pandas.…
Construction Progress from Site Photos Prediction System with Real-Time Alerts
Design and build a prediction system that scores and ranks cases so experts review the riskiest ones first. You will learn authentication and role-based access, responsive UI design and unit and integration testing.…
River Water Turbidity from Drone Images Assessment Platform with Dashboard Visualisation
Design and build an assessment platform that predicts outcomes early enough for staff to act on them. You will learn authentication and role-based access, pipeline orchestration and background job scheduling.…
Transfer Learning-Based Lecture Video Chaptering Search Engine
Build a search engine that automates a judgement task that today takes hours of manual effort. You will learn message queues, responsive UI design and authentication and role-based access.…
Spam Call Pattern Estimation System with Dashboard Visualisation
Create an estimation system with dashboard Visualisation that detects abnormal patterns and raises alerts with supporting evidence. You will learn data cleaning with pandas, caching strategies and responsive UI design.…
Customer Support Ticket Priority Scoring System using Random Forests
Create a scoring system with human-in-the-loop Review that learns patterns from historical data and flags cases that need attention. You will learn database schema modelling, containerisation and cloud deployment.…
Random Forests-Based Electricity Theft from Meter Readings Prediction Platform
Build a prediction platform that classifies incoming items automatically and routes exceptions to humans. You will learn database schema modelling, state management in web apps and responsive UI design.…
Student Attendance from Class Photos Detection System with Human-in-the-Loop Review
Create a detection system with human-in-the-loop Review that detects abnormal patterns and raises alerts with supporting evidence. You will learn background job scheduling, authentication and role-based access and cloud …
Edge AI-Based Chess Move Quality Grading Classification System
Design and build a classification system that detects abnormal patterns and raises alerts with supporting evidence. You will learn search indexing, API rate limiting and feature engineering.…
Water Pipeline Leakage from Pressure Data Detection System with Model Retraining Pipeline
Design and build a detection system that scores and ranks cases so experts review the riskiest ones first. You will learn feature engineering, data visualisation and model evaluation metrics.…
River Water Turbidity from Drone Images Scoring System with Report Generation
Build a scoring system that gives decision-makers a data-backed recommendation at the right moment. You will learn geospatial queries, performance profiling and search indexing.…
Random Forests-Based Exam Paper Leak Rumour on Social Media Decision Support System
Build a decision support system that turns raw records into predictions with clear explanations. You will learn model evaluation metrics, pipeline orchestration and file storage design.…
Forest Fire Smoke from Watchtower Cameras Decision Support System using Explainable AI
Create a decision support system with confidence Scores that turns raw records into predictions with clear explanations. You will learn model evaluation metrics, state management in web apps and REST API design.…
Bridge Crack from Inspection Photos Scoring System using Computer Vision
Create a scoring system with mobile Inference that predicts outcomes early enough for staff to act on them. You will learn feature engineering, pipeline orchestration and state management in web apps.…
Food Delivery Time Classification System with Dashboard Visualisation
Create a classification system with dashboard Visualisation that detects abnormal patterns and raises alerts with supporting evidence. You will learn WebSocket programming, REST API design and secure coding practices.…
Resume Screening for Campus Drives Screening Tool using Ensemble Learning and Real-Time Alerts
Create a screening tool with real-time Alerts that scores and ranks cases so experts review the riskiest ones first. You will learn CI/CD pipelines, message queues and model evaluation metrics.…
House Rent in Tier-2 Cities Search Engine with Model Retraining Pipeline
Build a search engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn performance profiling, error monitoring and authentication and role-based access.…
Product Review Helpfulness Grading System using Machine Learning and Multilingual Support
Build a grading system that predicts outcomes early enough for staff to act on them. You will learn data visualisation, model evaluation metrics and background job scheduling.…
Time-Series Modelling-Based Podcast Episode Summarisation Alert System
Create an alert system with dashboard Visualisation that turns raw records into predictions with clear explanations. You will learn responsive UI design, REST API design and state management in web apps.…
Exam Paper Leak Rumour on Social Media Classification System using Time-Series Modelling
Design and build a classification system that gives decision-makers a data-backed recommendation at the right moment. You will learn caching strategies, search indexing and data visualisation.…
Ensemble Learning-Based Electricity Theft from Meter Readings Decision Support System
Create a decision support system with anomaly Flags that detects abnormal patterns and raises alerts with supporting evidence. You will learn feature engineering, WebSocket programming and REST API design.…
Engine Sound Fault Alert System with Confidence Scores
Design and build an alert system that classifies incoming items automatically and routes exceptions to humans. You will learn containerisation, geospatial queries and error monitoring.…
Construction Progress from Site Photos Alert System using Neural Networks and Voice Interface
Create an alert system with voice Interface that classifies incoming items automatically and routes exceptions to humans. You will learn message queues, secure coding practices and model evaluation metrics.…
Flood Water Level from River Cameras Prediction System using Natural Language Processing and Model Retraining Pipeline
Design and build a prediction system that classifies incoming items automatically and routes exceptions to humans. You will learn secure coding practices, model evaluation metrics and authentication and role-based access…
Fake Job Posting Prioritisation Engine with Report Generation
Design and build a prioritisation engine that automates a judgement task that today takes hours of manual effort. You will learn cloud deployment, data cleaning with pandas and REST API design.…
Machine Learning-Based Food Packet Seal Defect Decision Support System
Design and build a decision support system that turns raw records into predictions with clear explanations. You will learn performance profiling, search indexing and API rate limiting.…
Classroom Attention from Video Detection System with Batch Scoring
Create a detection system with batch Scoring that gives decision-makers a data-backed recommendation at the right moment. You will learn API rate limiting, data cleaning with pandas and caching strategies.…
Construction Progress from Site Photos Scoring System with Risk Stratification
Design and build a scoring system that detects abnormal patterns and raises alerts with supporting evidence. You will learn database schema modelling, performance profiling and responsive UI design.…
AI-Powered Product Review Helpfulness Recognition System
Create a recognition system with model Retraining Pipeline that learns patterns from historical data and flags cases that need attention. You will learn data cleaning with pandas, responsive UI design and database schema…
AI-Powered Lip Reading for Silent Speech Scoring System
Build a scoring system that automates a judgement task that today takes hours of manual effort. You will learn data visualisation, message queues and caching strategies.…
Railway Track Defect from Inspection Video Screening Tool with Explainable Outputs
Create a screening tool with explainable Outputs that gives decision-makers a data-backed recommendation at the right moment. You will learn message queues, authentication and role-based access and background job schedul…
Flood Water Level from River Cameras Prioritisation Engine with Confidence Scores
Build a prioritisation engine that turns raw records into predictions with clear explanations. You will learn message queues, API rate limiting and cloud deployment.…
Music Mood from Audio Features Recognition System using Reinforcement Learning and Confidence Scores
Build a recognition system that turns raw records into predictions with clear explanations. You will learn search indexing, caching strategies and secure coding practices.…
Machine Learning-Based Solar Panel Soiling from Drone Images Monitoring System
Design and build a monitoring system that gives decision-makers a data-backed recommendation at the right moment. You will learn background job scheduling, state management in web apps and hyperparameter tuning.…
Podcast Episode Summarisation Recognition System with Human-in-the-Loop Review
Create a recognition system with human-in-the-loop Review that learns patterns from historical data and flags cases that need attention. You will learn pipeline orchestration, data cleaning with pandas and authentication…
Cricket Match Win Probability Screening Tool using Random Forests
Design and build a screening tool that scores and ranks cases so experts review the riskiest ones first. You will learn geospatial queries, background job scheduling and REST API design.…
Street Light Outage from Night Images Recognition System using Deep Learning
Create a recognition system with multilingual Support that detects abnormal patterns and raises alerts with supporting evidence. You will learn hyperparameter tuning, data cleaning with pandas and unit and integration te…
AI-Powered Steel Surface Defect Grading System
Build a grading system that detects abnormal patterns and raises alerts with supporting evidence. You will learn model evaluation metrics, cloud deployment and responsive UI design.…
Customer Support Ticket Priority Estimation System using Transfer Learning and Report Generation
Design and build an estimation system that turns raw records into predictions with clear explanations. You will learn data visualisation, cloud deployment and authentication and role-based access.…
Classroom Attention from Video Recommendation Engine with Risk Stratification
Build a recommendation engine that automates a judgement task that today takes hours of manual effort. You will learn message queues, data visualisation and unit and integration testing.…
Movie Box Office from Trailer Buzz Prediction Platform using Natural Language Processing and Batch Scoring
Build a prediction platform that automates a judgement task that today takes hours of manual effort. You will learn secure coding practices, CI/CD pipelines and REST API design.…
AI-Powered Customer Support Ticket Priority Grading System
Build a grading system that turns raw records into predictions with clear explanations. You will learn database schema modelling, unit and integration testing and cloud deployment.…
Poultry Farm Mortality Early Warning Monitoring System with Report Generation
Build a monitoring system that detects abnormal patterns and raises alerts with supporting evidence. You will learn geospatial queries, authentication and role-based access and search indexing.…
AI-Powered Wind Turbine Blade Damage Estimation System
Build an estimation system that turns raw records into predictions with clear explanations. You will learn REST API design, responsive UI design and containerisation.…
Bird Call Species Identification Search Engine using Neural Networks and Drift Monitoring
Build a search engine that classifies incoming items automatically and routes exceptions to humans. You will learn error monitoring, unit and integration testing and API rate limiting.…
Railway Track Defect from Inspection Video Recognition System using Gradient Boosting and Confidence Scores
Build a recognition system that learns patterns from historical data and flags cases that need attention. You will learn secure coding practices, API rate limiting and geospatial queries.…
AI-Powered Lecture Video Chaptering Alert System
Create an alert system with confidence Scores that learns patterns from historical data and flags cases that need attention. You will learn hyperparameter tuning, feature engineering and pipeline orchestration.…
Edge AI-Based Pharmacy Stock-Out Monitoring System
Create a monitoring system with real-time Alerts that scores and ranks cases so experts review the riskiest ones first. You will learn data cleaning with pandas, background job scheduling and containerisation.…
Railway Track Defect from Inspection Video Grading System using Ensemble Learning
Design and build a grading system that predicts outcomes early enough for staff to act on them. You will learn secure coding practices, unit and integration testing and database schema modelling.…
Music Mood from Audio Features Assessment Platform with Explainable Outputs
Build an assessment platform that detects abnormal patterns and raises alerts with supporting evidence. You will learn containerisation, hyperparameter tuning and pipeline orchestration.…
Air Quality from Traffic and Weather Monitoring System with Explainable Outputs
Create a monitoring system with explainable Outputs that detects abnormal patterns and raises alerts with supporting evidence. You will learn feature engineering, performance profiling and data cleaning with pandas.…
Cricket Match Win Probability Grading System with Risk Stratification
Create a grading system with risk Stratification that scores and ranks cases so experts review the riskiest ones first. You will learn unit and integration testing, caching strategies and message queues.…
Bird Call Species Identification Decision Support System using Edge AI and Dashboard Visualisation
Create a decision support system with dashboard Visualisation that automates a judgement task that today takes hours of manual effort. You will learn pipeline orchestration, feature engineering and cloud deployment.…
Ensemble Learning-Based Pharmacy Stock-Out Recommendation Engine
Design and build a recommendation engine that scores and ranks cases so experts review the riskiest ones first. You will learn data visualisation, unit and integration testing and pipeline orchestration.…
PCB Solder Defect Estimation System using Edge AI
Create an estimation system with edge Deployment that learns patterns from historical data and flags cases that need attention. You will learn containerisation, background job scheduling and authentication and role-based…
Forest Fire Smoke from Watchtower Cameras Recognition System with Drift Monitoring
Create a recognition system with drift Monitoring that learns patterns from historical data and flags cases that need attention. You will learn database schema modelling, containerisation and background job scheduling.…
Ensemble Learning-Based Elevator Wait Time Alert System
Design and build an alert system that automates a judgement task that today takes hours of manual effort. You will learn performance profiling, containerisation and database schema modelling.…
Worker Safety Gear Compliance Decision Support System with Report Generation
Build a decision support system that detects abnormal patterns and raises alerts with supporting evidence. You will learn background job scheduling, REST API design and error monitoring.…
Spam Call Pattern Detection System with Edge Deployment
Create a detection system with edge Deployment that gives decision-makers a data-backed recommendation at the right moment. You will learn authentication and role-based access, message queues and data visualisation.…
Reinforcement Learning-Based Spam Call Pattern Prediction System
Build a prediction system that scores and ranks cases so experts review the riskiest ones first. You will learn cloud deployment, caching strategies and message queues.…
Lecture Video Chaptering Scoring System with Dashboard Visualisation
Build a scoring system that predicts outcomes early enough for staff to act on them. You will learn CI/CD pipelines, model evaluation metrics and secure coding practices.…
AI-Powered Railway Track Defect from Inspection Video Monitoring System
Build a monitoring system that learns patterns from historical data and flags cases that need attention. You will learn model evaluation metrics, unit and integration testing and background job scheduling.…
Warehouse Pallet Counting Assessment Platform using Deep Learning
Build an assessment platform that turns raw records into predictions with clear explanations. You will learn unit and integration testing, performance profiling and database schema modelling.…
AI-Powered Construction Progress from Site Photos Forecasting System
Build a forecasting system that classifies incoming items automatically and routes exceptions to humans. You will learn REST API design, database schema modelling and authentication and role-based access.…
Pharmacy Stock-Out Scoring System with Edge Deployment
Design and build a scoring system that learns patterns from historical data and flags cases that need attention. You will learn WebSocket programming, secure coding practices and database schema modelling.…
Queue Length at Billing Counters Prediction System with Batch Scoring
Create a prediction system with batch Scoring that classifies incoming items automatically and routes exceptions to humans. You will learn REST API design, hyperparameter tuning and data visualisation.…
Bridge Crack from Inspection Photos Prediction System using Edge AI
Create a prediction system with confidence Scores that predicts outcomes early enough for staff to act on them. You will learn caching strategies, state management in web apps and background job scheduling.…
Bird Call Species Identification Assessment Platform with Multilingual Support
Create an assessment platform with multilingual Support that detects abnormal patterns and raises alerts with supporting evidence. You will learn search indexing, WebSocket programming and message queues.…
Transfer Learning-Based Podcast Episode Summarisation Forecasting System
Create a forecasting system with drift Monitoring that classifies incoming items automatically and routes exceptions to humans. You will learn CI/CD pipelines, message queues and error monitoring.…
Hospital Bed Demand Screening Tool with Drift Monitoring
Build a screening tool that scores and ranks cases so experts review the riskiest ones first. You will learn WebSocket programming, state management in web apps and data cleaning with pandas.…
Road Pothole Severity from Dashcam Frames Prioritisation Engine with Batch Scoring
Design and build a prioritisation engine that predicts outcomes early enough for staff to act on them. You will learn responsive UI design, performance profiling and secure coding practices.…
Graph Neural Networks-Based Flood Water Level from River Cameras Alert System
Design and build an alert system that classifies incoming items automatically and routes exceptions to humans. You will learn REST API design, WebSocket programming and feature engineering.…
Graph Neural Networks-Based Podcast Episode Summarisation Chat Assistant
Create a chat assistant with voice Interface that scores and ranks cases so experts review the riskiest ones first. You will learn background job scheduling, unit and integration testing and containerisation.…
Pharmacy Stock-Out Recommendation Engine with Multilingual Support
Build a recommendation engine that classifies incoming items automatically and routes exceptions to humans. You will learn search indexing, unit and integration testing and database schema modelling.…
AI-Powered Engine Sound Fault Prediction System
Create a prediction system with multilingual Support that detects abnormal patterns and raises alerts with supporting evidence. You will learn caching strategies, feature engineering and CI/CD pipelines.…
AI-Powered Electricity Theft from Meter Readings Prioritisation Engine
Build a prioritisation engine that predicts outcomes early enough for staff to act on them. You will learn cloud deployment, geospatial queries and unit and integration testing.…
Warehouse Pallet Counting Recognition System with Explainable Outputs
Create a recognition system with explainable Outputs that learns patterns from historical data and flags cases that need attention. You will learn caching strategies, file storage design and data visualisation.…
Water Pipeline Leakage from Pressure Data Prediction System with Edge Deployment
Design and build a prediction system that scores and ranks cases so experts review the riskiest ones first. You will learn containerisation, database schema modelling and geospatial queries.…
Noise Pollution Hotspots Prioritisation Engine using Edge AI
Design and build a prioritisation engine that scores and ranks cases so experts review the riskiest ones first. You will learn database schema modelling, geospatial queries and cloud deployment.…
Resume Screening for Campus Drives Chat Assistant using Gradient Boosting
Design and build a chat assistant that detects abnormal patterns and raises alerts with supporting evidence. You will learn feature engineering, unit and integration testing and error monitoring.…
Machine Learning-Based Food Delivery Time Detection System
Design and build a detection system that scores and ranks cases so experts review the riskiest ones first. You will learn pipeline orchestration, message queues and hyperparameter tuning.…
Football Player Injury Risk Prioritisation Engine with Voice Interface
Design and build a prioritisation engine that automates a judgement task that today takes hours of manual effort. You will learn secure coding practices, REST API design and caching strategies.…
Food Delivery Time Monitoring System using Support Vector Machines and Batch Scoring
Build a monitoring system that detects abnormal patterns and raises alerts with supporting evidence. You will learn responsive UI design, feature engineering and background job scheduling.…
Pharmacy Stock-Out Alert System with Model Retraining Pipeline
Create an alert system with model Retraining Pipeline that detects abnormal patterns and raises alerts with supporting evidence. You will learn search indexing, model evaluation metrics and background job scheduling.…
Flood Water Level from River Cameras Monitoring System using Gradient Boosting
Create a monitoring system with dashboard Visualisation that classifies incoming items automatically and routes exceptions to humans. You will learn error monitoring, WebSocket programming and model evaluation metrics.…
Bottle Cap Defect Assessment Platform with Explainable Outputs
Design and build an assessment platform that classifies incoming items automatically and routes exceptions to humans. You will learn file storage design, secure coding practices and database schema modelling.…
Time-Series Modelling-Based Bottle Cap Defect Scoring System
Design and build a scoring system that learns patterns from historical data and flags cases that need attention. You will learn geospatial queries, data visualisation and pipeline orchestration.…
Crop Leaf Disease from Field Photos Estimation System with Drift Monitoring
Design and build an estimation system that classifies incoming items automatically and routes exceptions to humans. You will learn WebSocket programming, background job scheduling and search indexing.…
Cricket Match Win Probability Forecasting System with Explainable Outputs
Create a forecasting system with explainable Outputs that gives decision-makers a data-backed recommendation at the right moment. You will learn state management in web apps, background job scheduling and REST API design…
Railway Track Defect from Inspection Video Scoring System using Support Vector Machines
Build a scoring system that gives decision-makers a data-backed recommendation at the right moment. You will learn database schema modelling, message queues and API rate limiting.…
AI-Powered Flood Water Level from River Cameras Detection System
Create a detection system with explainable Outputs that gives decision-makers a data-backed recommendation at the right moment. You will learn pipeline orchestration, feature engineering and API rate limiting.…
Crop Leaf Disease from Field Photos Monitoring System using Graph Neural Networks
Build a monitoring system that classifies incoming items automatically and routes exceptions to humans. You will learn authentication and role-based access, unit and integration testing and data cleaning with pandas.…
Pharmacy Stock-Out Decision Support System using Deep Learning
Build a decision support system that turns raw records into predictions with clear explanations. You will learn performance profiling, REST API design and database schema modelling.…
Lecture Video Chaptering Scoring System using Reinforcement Learning
Design and build a scoring system that predicts outcomes early enough for staff to act on them. You will learn geospatial queries, responsive UI design and pipeline orchestration.…
Reinforcement Learning-Based Elephant Movement Near Rail Tracks Scoring System
Create a scoring system with report Generation that classifies incoming items automatically and routes exceptions to humans. You will learn secure coding practices, data visualisation and containerisation.…
Ride-Hailing Surge Zone Alert System using Edge AI
Design and build an alert system that learns patterns from historical data and flags cases that need attention. You will learn REST API design, geospatial queries and search indexing.…
Deep Learning-Based Helmet Use at Construction Gates Grading System
Create a grading system with anomaly Flags that gives decision-makers a data-backed recommendation at the right moment. You will learn background job scheduling, file storage design and containerisation.…
Explainable AI-Based Steel Surface Defect Prediction System
Build a prediction system that turns raw records into predictions with clear explanations. You will learn responsive UI design, data visualisation and model evaluation metrics.…
Construction Progress from Site Photos Monitoring System with Confidence Scores
Build a monitoring system that scores and ranks cases so experts review the riskiest ones first. You will learn authentication and role-based access, caching strategies and database schema modelling.…
Lip Reading for Silent Speech Classification System using Deep Learning and Drift Monitoring
Design and build a classification system that detects abnormal patterns and raises alerts with supporting evidence. You will learn geospatial queries, hyperparameter tuning and WebSocket programming.…
Ensemble Learning-Based Noise Pollution Hotspots Screening Tool
Build a screening tool that learns patterns from historical data and flags cases that need attention. You will learn caching strategies, feature engineering and pipeline orchestration.…
Natural Language Processing-Based Engine Sound Fault Decision Support System
Build a decision support system that classifies incoming items automatically and routes exceptions to humans. You will learn API rate limiting, unit and integration testing and message queues.…
Resume Screening for Campus Drives Search Engine with Mobile Inference
Create a search engine with mobile Inference that detects abnormal patterns and raises alerts with supporting evidence. You will learn state management in web apps, unit and integration testing and file storage design.…
Ensemble Learning-Based Music Mood from Audio Features Detection System
Create a detection system with mobile Inference that automates a judgement task that today takes hours of manual effort. You will learn hyperparameter tuning, database schema modelling and secure coding practices.…
Helmet Use at Construction Gates Prioritisation Engine using Computer Vision and Confidence Scores
Create a prioritisation engine with confidence Scores that predicts outcomes early enough for staff to act on them. You will learn containerisation, background job scheduling and performance profiling.…
Bus Passenger Crowding Recommendation Engine using Edge AI
Build a recommendation engine that gives decision-makers a data-backed recommendation at the right moment. You will learn WebSocket programming, error monitoring and message queues.…
Music Mood from Audio Features Search Engine with Dashboard Visualisation
Create a search engine with dashboard Visualisation that turns raw records into predictions with clear explanations. You will learn API rate limiting, data visualisation and REST API design.…
Gradient Boosting-Based Bird Call Species Identification Recommendation Engine
Build a recommendation engine that automates a judgement task that today takes hours of manual effort. You will learn authentication and role-based access, CI/CD pipelines and pipeline orchestration.…
Edge AI-Based Student Attendance from Class Photos Prediction Platform
Create a prediction platform with drift Monitoring that learns patterns from historical data and flags cases that need attention. You will learn geospatial queries, CI/CD pipelines and file storage design.…
Hospital Bed Demand Grading System using Time-Series Modelling and Drift Monitoring
Build a grading system that detects abnormal patterns and raises alerts with supporting evidence. You will learn CI/CD pipelines, authentication and role-based access and state management in web apps.…
Road Pothole Severity from Dashcam Frames Prediction Platform with Real-Time Alerts
Create a prediction platform with real-time Alerts that turns raw records into predictions with clear explanations. You will learn error monitoring, hyperparameter tuning and background job scheduling.…
Noise Pollution Hotspots Prediction System using Transfer Learning and Mobile Inference
Build a prediction system that predicts outcomes early enough for staff to act on them. You will learn authentication and role-based access, pipeline orchestration and unit and integration testing.…
Used Car Price Monitoring System with Dashboard Visualisation
Build a monitoring system that detects abnormal patterns and raises alerts with supporting evidence. You will learn pipeline orchestration, data cleaning with pandas and performance profiling.…
Lip Reading for Silent Speech Monitoring System using Random Forests and Human-in-the-Loop Review
Design and build a monitoring system that classifies incoming items automatically and routes exceptions to humans. You will learn API rate limiting, cloud deployment and REST API design.…
Queue Length at Billing Counters Decision Support System with Anomaly Flags
Create a decision support system with anomaly Flags that predicts outcomes early enough for staff to act on them. You will learn data visualisation, file storage design and performance profiling.…
Pharmaceutical Tablet Defect Classification System using Neural Networks and Risk Stratification
Build a classification system that turns raw records into predictions with clear explanations. You will learn caching strategies, message queues and search indexing.…
Fish Pond Water Quality Risk Screening Tool using Machine Learning and Mobile Inference
Design and build a screening tool that turns raw records into predictions with clear explanations. You will learn performance profiling, message queues and REST API design.…
Time-Series Modelling-Based Food Delivery Time Recognition System
Design and build a recognition system that detects abnormal patterns and raises alerts with supporting evidence. You will learn authentication and role-based access, WebSocket programming and error monitoring.…
Crop Leaf Disease from Field Photos Scoring System with Real-Time Alerts
Create a scoring system with real-time Alerts that detects abnormal patterns and raises alerts with supporting evidence. You will learn authentication and role-based access, WebSocket programming and hyperparameter tunin…
House Rent in Tier-2 Cities Monitoring System with Mobile Inference
Create a monitoring system with mobile Inference that turns raw records into predictions with clear explanations. You will learn file storage design, REST API design and data cleaning with pandas.…
AI-Powered Food Packet Seal Defect Prioritisation Engine
Build a prioritisation engine that gives decision-makers a data-backed recommendation at the right moment. You will learn database schema modelling, REST API design and caching strategies.…
AI-Powered Answer Sheet Handwriting Detection System
Create a detection system with risk Stratification that scores and ranks cases so experts review the riskiest ones first. You will learn database schema modelling, data cleaning with pandas and file storage design.…
Electricity Theft from Meter Readings Alert System with Voice Interface
Design and build an alert system that predicts outcomes early enough for staff to act on them. You will learn unit and integration testing, cloud deployment and authentication and role-based access.…
Engine Sound Fault Prediction Platform with Voice Interface
Design and build a prediction platform that predicts outcomes early enough for staff to act on them. You will learn geospatial queries, message queues and caching strategies.…
Parking Occupancy from CCTV Prediction System with Risk Stratification
Create a prediction system with risk Stratification that turns raw records into predictions with clear explanations. You will learn geospatial queries, responsive UI design and model evaluation metrics.…
Garbage Overflow at Public Bins Screening Tool using Ensemble Learning
Create a screening tool with real-time Alerts that predicts outcomes early enough for staff to act on them. You will learn performance profiling, model evaluation metrics and hyperparameter tuning.…
Noise Pollution Hotspots Monitoring System with Explainable Outputs
Create a monitoring system with explainable Outputs that learns patterns from historical data and flags cases that need attention. You will learn authentication and role-based access, database schema modelling and contai…
Product Review Helpfulness Prediction System with Anomaly Flags
Design and build a prediction system that gives decision-makers a data-backed recommendation at the right moment. You will learn secure coding practices, API rate limiting and REST API design.…
Poultry Farm Mortality Early Warning Recommendation Engine with Voice Interface
Build a recommendation engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn pipeline orchestration, REST API design and error monitoring.…
Air Quality from Traffic and Weather Recommendation Engine using Explainable AI
Build a recommendation engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn cloud deployment, WebSocket programming and geospatial queries.…
AI-Powered E-Commerce Return Fraud Forecasting System
Design and build a forecasting system that automates a judgement task that today takes hours of manual effort. You will learn state management in web apps, geospatial queries and model evaluation metrics.…
Answer Sheet Handwriting Chat Assistant using Time-Series Modelling and Confidence Scores
Create a chat assistant with confidence Scores that automates a judgement task that today takes hours of manual effort. You will learn authentication and role-based access, unit and integration testing and performance pr…
Elevator Wait Time Detection System using Reinforcement Learning
Build a detection system that gives decision-makers a data-backed recommendation at the right moment. You will learn background job scheduling, caching strategies and message queues.…
Wind Turbine Blade Damage Detection System with Batch Scoring
Create a detection system with batch Scoring that classifies incoming items automatically and routes exceptions to humans. You will learn REST API design, model evaluation metrics and unit and integration testing.…
Elephant Movement Near Rail Tracks Chat Assistant with Multilingual Support
Build a chat assistant that automates a judgement task that today takes hours of manual effort. You will learn performance profiling, pipeline orchestration and data visualisation.…
Worker Safety Gear Compliance Recognition System using Graph Neural Networks and Edge Deployment
Build a recognition system that turns raw records into predictions with clear explanations. You will learn WebSocket programming, message queues and CI/CD pipelines.…
Food Packet Seal Defect Prediction System with Drift Monitoring
Create a prediction system with drift Monitoring that predicts outcomes early enough for staff to act on them. You will learn cloud deployment, pipeline orchestration and caching strategies.…
Loan Default from Transaction Behaviour Grading System using Machine Learning and Drift Monitoring
Build a grading system that automates a judgement task that today takes hours of manual effort. You will learn model evaluation metrics, hyperparameter tuning and feature engineering.…
Sign Language Gesture Prediction Platform with Risk Stratification
Design and build a prediction platform that scores and ranks cases so experts review the riskiest ones first. You will learn background job scheduling, REST API design and search indexing.…
Noise Pollution Hotspots Prediction System using Time-Series Modelling and Human-in-the-Loop Review
Design and build a prediction system that turns raw records into predictions with clear explanations. You will learn database schema modelling, responsive UI design and WebSocket programming.…
Pharmaceutical Tablet Defect Estimation System with Explainable Outputs
Design and build an estimation system that automates a judgement task that today takes hours of manual effort. You will learn API rate limiting, error monitoring and responsive UI design.…
Computer Vision-Based Used Car Price Recognition System
Create a recognition system with human-in-the-loop Review that classifies incoming items automatically and routes exceptions to humans. You will learn data visualisation, model evaluation metrics and data cleaning with p…
Transformer Models-Based Fake Job Posting Screening Tool
Build a screening tool that predicts outcomes early enough for staff to act on them. You will learn message queues, data cleaning with pandas and hyperparameter tuning.…
AI-Powered River Water Turbidity from Drone Images Grading System
Build a grading system that predicts outcomes early enough for staff to act on them. You will learn WebSocket programming, pipeline orchestration and API rate limiting.…
Water Pipeline Leakage from Pressure Data Forecasting System using Deep Learning
Build a forecasting system that turns raw records into predictions with clear explanations. You will learn message queues, data cleaning with pandas and background job scheduling.…
Lecture Video Chaptering Screening Tool using Ensemble Learning and Confidence Scores
Build a screening tool that predicts outcomes early enough for staff to act on them. You will learn hyperparameter tuning, CI/CD pipelines and file storage design.…
Bus Passenger Crowding Scoring System using Natural Language Processing
Create a scoring system with drift Monitoring that classifies incoming items automatically and routes exceptions to humans. You will learn feature engineering, caching strategies and performance profiling.…
Air Quality from Traffic and Weather Screening Tool using Machine Learning
Create a screening tool with dashboard Visualisation that classifies incoming items automatically and routes exceptions to humans. You will learn performance profiling, authentication and role-based access and caching st…
Food Packet Seal Defect Monitoring System using Explainable AI and Model Retraining Pipeline
Create a monitoring system with model Retraining Pipeline that predicts outcomes early enough for staff to act on them. You will learn cloud deployment, containerisation and file storage design.…
River Water Turbidity from Drone Images Monitoring System using Explainable AI and Human-in-the-Loop Review
Build a monitoring system that gives decision-makers a data-backed recommendation at the right moment. You will learn API rate limiting, geospatial queries and hyperparameter tuning.…
Loan Default from Transaction Behaviour Decision Support System with Drift Monitoring
Create a decision support system with drift Monitoring that learns patterns from historical data and flags cases that need attention. You will learn file storage design, REST API design and model evaluation metrics.…
Machine Learning-Based House Rent in Tier-2 Cities Alert System
Build an alert system that learns patterns from historical data and flags cases that need attention. You will learn file storage design, API rate limiting and error monitoring.…
Elephant Movement Near Rail Tracks Search Engine using Support Vector Machines
Create a search engine with dashboard Visualisation that learns patterns from historical data and flags cases that need attention. You will learn database schema modelling, caching strategies and containerisation.…
Random Forests-Based Engine Sound Fault Chat Assistant
Design and build a chat assistant that gives decision-makers a data-backed recommendation at the right moment. You will learn feature engineering, hyperparameter tuning and WebSocket programming.…
Computer Vision-Based Warehouse Pallet Counting Decision Support System
Create a decision support system with model Retraining Pipeline that classifies incoming items automatically and routes exceptions to humans. You will learn hyperparameter tuning, file storage design and message queues.…
Bird Call Species Identification Recognition System with Mobile Inference
Design and build a recognition system that automates a judgement task that today takes hours of manual effort. You will learn file storage design, geospatial queries and message queues.…
Engine Sound Fault Estimation System using Edge AI
Create an estimation system with human-in-the-loop Review that detects abnormal patterns and raises alerts with supporting evidence. You will learn performance profiling, CI/CD pipelines and state management in web apps.…
AI-Powered Noise Pollution Hotspots Estimation System
Build an estimation system that automates a judgement task that today takes hours of manual effort. You will learn caching strategies, CI/CD pipelines and search indexing.…
Fake Job Posting Grading System using Deep Learning
Design and build a grading system that learns patterns from historical data and flags cases that need attention. You will learn containerisation, search indexing and data visualisation.…
Used Car Price Search Engine with Human-in-the-Loop Review
Build a search engine that automates a judgement task that today takes hours of manual effort. You will learn state management in web apps, data visualisation and WebSocket programming.…
House Rent in Tier-2 Cities Chat Assistant using Explainable AI and Dashboard Visualisation
Build a chat assistant that turns raw records into predictions with clear explanations. You will learn authentication and role-based access, database schema modelling and CI/CD pipelines.…
Computer Vision-Based Flood Water Level from River Cameras Estimation System
Build an estimation system that predicts outcomes early enough for staff to act on them. You will learn cloud deployment, data visualisation and performance profiling.…
AI-Powered Bottle Cap Defect Forecasting System
Design and build a forecasting system that automates a judgement task that today takes hours of manual effort. You will learn state management in web apps, responsive UI design and secure coding practices.…
Computer Vision-Based Forest Fire Smoke from Watchtower Cameras Grading System
Create a grading system with human-in-the-loop Review that classifies incoming items automatically and routes exceptions to humans. You will learn file storage design, REST API design and error monitoring.…
Engine Sound Fault Classification System using Deep Learning
Build a classification system that automates a judgement task that today takes hours of manual effort. You will learn authentication and role-based access, CI/CD pipelines and model evaluation metrics.…
Poultry Farm Mortality Early Warning Classification System using Deep Learning and Anomaly Flags
Build a classification system that turns raw records into predictions with clear explanations. You will learn background job scheduling, WebSocket programming and cloud deployment.…
Lip Reading for Silent Speech Prioritisation Engine with Report Generation
Build a prioritisation engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn WebSocket programming, performance profiling and hyperparameter tuning.…
Street Light Outage from Night Images Recommendation Engine using Gradient Boosting and Multilingual Support
Build a recommendation engine that gives decision-makers a data-backed recommendation at the right moment. You will learn caching strategies, error monitoring and API rate limiting.…
Helmet Use at Construction Gates Prediction System using Random Forests
Build a prediction system that turns raw records into predictions with clear explanations. You will learn model evaluation metrics, message queues and database schema modelling.…
Engine Sound Fault Search Engine with Drift Monitoring
Create a search engine with drift Monitoring that detects abnormal patterns and raises alerts with supporting evidence. You will learn geospatial queries, secure coding practices and authentication and role-based access.…
Transfer Learning-Based Road Pothole Severity from Dashcam Frames Estimation System
Build an estimation system that predicts outcomes early enough for staff to act on them. You will learn search indexing, caching strategies and containerisation.…
AI-Powered Fish Pond Water Quality Risk Decision Support System
Create a decision support system with model Retraining Pipeline that scores and ranks cases so experts review the riskiest ones first. You will learn background job scheduling, caching strategies and state management in …
Lip Reading for Silent Speech Prediction Platform with Batch Scoring
Design and build a prediction platform that predicts outcomes early enough for staff to act on them. You will learn CI/CD pipelines, hyperparameter tuning and error monitoring.…
Random Forests-Based Queue Length at Billing Counters Grading System
Design and build a grading system that classifies incoming items automatically and routes exceptions to humans. You will learn authentication and role-based access, background job scheduling and data visualisation.…
Resume Screening for Campus Drives Decision Support System with Edge Deployment
Create a decision support system with edge Deployment that automates a judgement task that today takes hours of manual effort. You will learn geospatial queries, secure coding practices and CI/CD pipelines.…
Classroom Attention from Video Forecasting System using Machine Learning
Create a forecasting system with multilingual Support that scores and ranks cases so experts review the riskiest ones first. You will learn performance profiling, authentication and role-based access and caching strategi…
Podcast Episode Summarisation Estimation System using Random Forests and Batch Scoring
Design and build an estimation system that detects abnormal patterns and raises alerts with supporting evidence. You will learn REST API design, feature engineering and state management in web apps.…
Sign Language Gesture Recognition System with Real-Time Alerts
Create a recognition system with real-time Alerts that detects abnormal patterns and raises alerts with supporting evidence. You will learn database schema modelling, unit and integration testing and REST API design.…
AI-Powered Tyre Wear from Photos Classification System
Build a classification system that turns raw records into predictions with clear explanations. You will learn message queues, responsive UI design and caching strategies.…
Queue Length at Billing Counters Estimation System with Dashboard Visualisation
Design and build an estimation system that turns raw records into predictions with clear explanations. You will learn secure coding practices, geospatial queries and cloud deployment.…
Pharmacy Stock-Out Estimation System using Transformer Models
Create an estimation system with human-in-the-loop Review that automates a judgement task that today takes hours of manual effort. You will learn WebSocket programming, pipeline orchestration and search indexing.…
Fake Job Posting Prediction Platform with Human-in-the-Loop Review
Build a prediction platform that gives decision-makers a data-backed recommendation at the right moment. You will learn data cleaning with pandas, containerisation and cloud deployment.…
Graph Neural Networks-Based Warehouse Pallet Counting Assessment Platform
Build an assessment platform that scores and ranks cases so experts review the riskiest ones first. You will learn pipeline orchestration, responsive UI design and model evaluation metrics.…
Time-Series Modelling-Based Tyre Wear from Photos Estimation System
Create an estimation system with dashboard Visualisation that detects abnormal patterns and raises alerts with supporting evidence. You will learn performance profiling, responsive UI design and file storage design.…
AI-Powered Retail Shelf Stock-Out Screening Tool
Design and build a screening tool that predicts outcomes early enough for staff to act on them. You will learn performance profiling, CI/CD pipelines and caching strategies.…
Street Light Outage from Night Images Screening Tool with Explainable Outputs
Build a screening tool that turns raw records into predictions with clear explanations. You will learn containerisation, search indexing and geospatial queries.…
Food Delivery Time Recognition System with Edge Deployment
Create a recognition system with edge Deployment that classifies incoming items automatically and routes exceptions to humans. You will learn authentication and role-based access, database schema modelling and containeri…
Resume Screening for Campus Drives Monitoring System with Batch Scoring
Design and build a monitoring system that learns patterns from historical data and flags cases that need attention. You will learn background job scheduling, caching strategies and file storage design.…
Engine Sound Fault Forecasting System with Explainable Outputs
Build a forecasting system that classifies incoming items automatically and routes exceptions to humans. You will learn authentication and role-based access, API rate limiting and unit and integration testing.…
Construction Progress from Site Photos Assessment Platform with Edge Deployment
Build an assessment platform that classifies incoming items automatically and routes exceptions to humans. You will learn background job scheduling, performance profiling and model evaluation metrics.…
Computer Vision-Based Crop Leaf Disease from Field Photos Classification System
Design and build a classification system that automates a judgement task that today takes hours of manual effort. You will learn data cleaning with pandas, REST API design and WebSocket programming.…
Football Player Injury Risk Alert System with Mobile Inference
Build an alert system that learns patterns from historical data and flags cases that need attention. You will learn error monitoring, search indexing and geospatial queries.…
Railway Track Defect from Inspection Video Decision Support System with Edge Deployment
Design and build a decision support system that detects abnormal patterns and raises alerts with supporting evidence. You will learn cloud deployment, model evaluation metrics and REST API design.…
Street Light Outage from Night Images Scoring System using Time-Series Modelling
Design and build a scoring system that detects abnormal patterns and raises alerts with supporting evidence. You will learn state management in web apps, performance profiling and model evaluation metrics.…
Parking Occupancy from CCTV Monitoring System using Machine Learning
Create a monitoring system with dashboard Visualisation that turns raw records into predictions with clear explanations. You will learn data cleaning with pandas, file storage design and message queues.…
Garbage Overflow at Public Bins Grading System using Time-Series Modelling and Multilingual Support
Create a grading system with multilingual Support that scores and ranks cases so experts review the riskiest ones first. You will learn state management in web apps, authentication and role-based access and geospatial qu…
Random Forests-Based House Rent in Tier-2 Cities Prediction Platform
Design and build a prediction platform that predicts outcomes early enough for staff to act on them. You will learn data cleaning with pandas, pipeline orchestration and unit and integration testing.…
E-Commerce Return Fraud Estimation System using Reinforcement Learning
Design and build an estimation system that scores and ranks cases so experts review the riskiest ones first. You will learn authentication and role-based access, message queues and model evaluation metrics.…
Random Forests-Based Hospital Bed Demand Recommendation Engine
Build a recommendation engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn secure coding practices, caching strategies and API rate limiting.…
Fish Pond Water Quality Risk Search Engine using Reinforcement Learning
Design and build a search engine that gives decision-makers a data-backed recommendation at the right moment. You will learn error monitoring, cloud deployment and feature engineering.…
Sign Language Gesture Search Engine using Computer Vision
Design and build a search engine that scores and ranks cases so experts review the riskiest ones first. You will learn state management in web apps, WebSocket programming and REST API design.…
Gradient Boosting-Based Lip Reading for Silent Speech Assessment Platform
Build an assessment platform that automates a judgement task that today takes hours of manual effort. You will learn WebSocket programming, responsive UI design and feature engineering.…
Edge AI-Based Pharmaceutical Tablet Defect Recognition System
Build a recognition system that turns raw records into predictions with clear explanations. You will learn caching strategies, cloud deployment and model evaluation metrics.…
Tyre Wear from Photos Grading System with Real-Time Alerts
Create a grading system with real-time Alerts that detects abnormal patterns and raises alerts with supporting evidence. You will learn REST API design, responsive UI design and background job scheduling.…
Bottle Cap Defect Alert System with Dashboard Visualisation
Build an alert system that learns patterns from historical data and flags cases that need attention. You will learn data cleaning with pandas, unit and integration testing and REST API design.…
Support Vector Machines-Based Food Delivery Time Forecasting System
Build a forecasting system that classifies incoming items automatically and routes exceptions to humans. You will learn API rate limiting, containerisation and hyperparameter tuning.…
Solar Panel Soiling from Drone Images Forecasting System with Risk Stratification
Create a forecasting system with risk Stratification that turns raw records into predictions with clear explanations. You will learn hyperparameter tuning, error monitoring and caching strategies.…
Air Quality from Traffic and Weather Decision Support System using Natural Language Processing and Real-Time Alerts
Design and build a decision support system that automates a judgement task that today takes hours of manual effort. You will learn data visualisation, unit and integration testing and search indexing.…
Ensemble Learning-Based E-Commerce Return Fraud Screening Tool
Create a screening tool with voice Interface that gives decision-makers a data-backed recommendation at the right moment. You will learn geospatial queries, background job scheduling and data cleaning with pandas.…
Textile Fabric Defect Detection System with Real-Time Alerts
Design and build a detection system that turns raw records into predictions with clear explanations. You will learn WebSocket programming, unit and integration testing and cloud deployment.…
Flood Water Level from River Cameras Decision Support System using Computer Vision and Report Generation
Create a decision support system with report Generation that learns patterns from historical data and flags cases that need attention. You will learn model evaluation metrics, WebSocket programming and error monitoring.…
Pharmacy Stock-Out Grading System using Natural Language Processing and Batch Scoring
Design and build a grading system that automates a judgement task that today takes hours of manual effort. You will learn feature engineering, WebSocket programming and geospatial queries.…
Used Car Price Estimation System with Confidence Scores
Design and build an estimation system that predicts outcomes early enough for staff to act on them. You will learn data cleaning with pandas, background job scheduling and feature engineering.…
Podcast Episode Summarisation Recommendation Engine using Support Vector Machines and Human-in-the-Loop Review
Build a recommendation engine that scores and ranks cases so experts review the riskiest ones first. You will learn caching strategies, background job scheduling and data cleaning with pandas.…
Football Player Injury Risk Decision Support System using Natural Language Processing and Batch Scoring
Build a decision support system that detects abnormal patterns and raises alerts with supporting evidence. You will learn CI/CD pipelines, geospatial queries and data cleaning with pandas.…
Wind Turbine Blade Damage Decision Support System with Drift Monitoring
Create a decision support system with drift Monitoring that turns raw records into predictions with clear explanations. You will learn containerisation, geospatial queries and CI/CD pipelines.…
Football Player Injury Risk Recommendation Engine with Dashboard Visualisation
Design and build a recommendation engine that gives decision-makers a data-backed recommendation at the right moment. You will learn performance profiling, responsive UI design and containerisation.…
Support Vector Machines-Based Air Quality from Traffic and Weather Prioritisation Engine
Create a prioritisation engine with multilingual Support that turns raw records into predictions with clear explanations. You will learn CI/CD pipelines, data visualisation and error monitoring.…
Road Pothole Severity from Dashcam Frames Scoring System with Model Retraining Pipeline
Build a scoring system that learns patterns from historical data and flags cases that need attention. You will learn REST API design, background job scheduling and secure coding practices.…
Poultry Farm Mortality Early Warning Search Engine using Explainable AI
Design and build a search engine that turns raw records into predictions with clear explanations. You will learn cloud deployment, file storage design and hyperparameter tuning.…
Support Vector Machines-Based Noise Pollution Hotspots Scoring System
Build a scoring system that gives decision-makers a data-backed recommendation at the right moment. You will learn cloud deployment, file storage design and search indexing.…
Retail Shelf Stock-Out Scoring System using Random Forests
Design and build a scoring system that classifies incoming items automatically and routes exceptions to humans. You will learn state management in web apps, database schema modelling and caching strategies.…
Queue Length at Billing Counters Prioritisation Engine with Human-in-the-Loop Review
Create a prioritisation engine with human-in-the-loop Review that predicts outcomes early enough for staff to act on them. You will learn CI/CD pipelines, feature engineering and file storage design.…
Bus Passenger Crowding Classification System using Edge AI and Real-Time Alerts
Design and build a classification system that turns raw records into predictions with clear explanations. You will learn authentication and role-based access, API rate limiting and performance profiling.…
Movie Box Office from Trailer Buzz Detection System with Batch Scoring
Create a detection system with batch Scoring that scores and ranks cases so experts review the riskiest ones first. You will learn API rate limiting, background job scheduling and file storage design.…
AI-Powered House Rent in Tier-2 Cities Scoring System
Design and build a scoring system that detects abnormal patterns and raises alerts with supporting evidence. You will learn geospatial queries, WebSocket programming and state management in web apps.…
Ride-Hailing Surge Zone Monitoring System with Multilingual Support
Create a monitoring system with multilingual Support that automates a judgement task that today takes hours of manual effort. You will learn CI/CD pipelines, hyperparameter tuning and containerisation.…
Bird Call Species Identification Assessment Platform using Reinforcement Learning and Edge Deployment
Design and build an assessment platform that learns patterns from historical data and flags cases that need attention. You will learn background job scheduling, CI/CD pipelines and error monitoring.…
Electricity Theft from Meter Readings Assessment Platform using Deep Learning and Report Generation
Design and build an assessment platform that detects abnormal patterns and raises alerts with supporting evidence. You will learn state management in web apps, search indexing and data visualisation.…
Pharmaceutical Tablet Defect Assessment Platform using Transfer Learning and Multilingual Support
Design and build an assessment platform that turns raw records into predictions with clear explanations. You will learn pipeline orchestration, state management in web apps and data cleaning with pandas.…
Electricity Theft from Meter Readings Prioritisation Engine using Gradient Boosting and Dashboard Visualisation
Build a prioritisation engine that gives decision-makers a data-backed recommendation at the right moment. You will learn caching strategies, cloud deployment and authentication and role-based access.…
Cricket Match Win Probability Alert System with Dashboard Visualisation
Build an alert system that predicts outcomes early enough for staff to act on them. You will learn CI/CD pipelines, responsive UI design and authentication and role-based access.…
AI-Powered Football Player Injury Risk Scoring System
Create a scoring system with confidence Scores that predicts outcomes early enough for staff to act on them. You will learn hyperparameter tuning, model evaluation metrics and geospatial queries.…
Helmet Use at Construction Gates Screening Tool using Natural Language Processing
Design and build a screening tool that classifies incoming items automatically and routes exceptions to humans. You will learn background job scheduling, responsive UI design and data cleaning with pandas.…
AI-Powered Street Light Outage from Night Images Forecasting System
Design and build a forecasting system that classifies incoming items automatically and routes exceptions to humans. You will learn state management in web apps, hyperparameter tuning and WebSocket programming.…
Loan Default from Transaction Behaviour Prediction Platform with Confidence Scores
Design and build a prediction platform that turns raw records into predictions with clear explanations. You will learn data cleaning with pandas, data visualisation and state management in web apps.…
Pharmacy Stock-Out Scoring System using Time-Series Modelling
Build a scoring system that predicts outcomes early enough for staff to act on them. You will learn model evaluation metrics, CI/CD pipelines and WebSocket programming.…
Pharmaceutical Tablet Defect Recognition System using Natural Language Processing
Build a recognition system that gives decision-makers a data-backed recommendation at the right moment. You will learn background job scheduling, secure coding practices and message queues.…
Pharmaceutical Tablet Defect Monitoring System using Machine Learning and Dashboard Visualisation
Create a monitoring system with dashboard Visualisation that gives decision-makers a data-backed recommendation at the right moment. You will learn message queues, pipeline orchestration and CI/CD pipelines.…
House Rent in Tier-2 Cities Forecasting System with Explainable Outputs
Design and build a forecasting system that learns patterns from historical data and flags cases that need attention. You will learn CI/CD pipelines, error monitoring and hyperparameter tuning.…
Steel Surface Defect Classification System with Multilingual Support
Create a classification system with multilingual Support that automates a judgement task that today takes hours of manual effort. You will learn WebSocket programming, CI/CD pipelines and containerisation.…
Road Pothole Severity from Dashcam Frames Scoring System with Risk Stratification
Build a scoring system that automates a judgement task that today takes hours of manual effort. You will learn caching strategies, containerisation and error monitoring.…
Electricity Theft from Meter Readings Recommendation Engine using Time-Series Modelling and Edge Deployment
Design and build a recommendation engine that classifies incoming items automatically and routes exceptions to humans. You will learn caching strategies, pipeline orchestration and cloud deployment.…
Crop Leaf Disease from Field Photos Alert System using Reinforcement Learning and Report Generation
Design and build an alert system that predicts outcomes early enough for staff to act on them. You will learn containerisation, REST API design and feature engineering.…
Explainable AI-Based Cricket Match Win Probability Chat Assistant
Create a chat assistant with dashboard Visualisation that detects abnormal patterns and raises alerts with supporting evidence. You will learn database schema modelling, responsive UI design and state management in web a…
Food Packet Seal Defect Detection System using Gradient Boosting
Build a detection system that turns raw records into predictions with clear explanations. You will learn caching strategies, file storage design and background job scheduling.…
Explainable AI-Based Queue Length at Billing Counters Alert System
Design and build an alert system that gives decision-makers a data-backed recommendation at the right moment. You will learn cloud deployment, error monitoring and message queues.…
Motor Vibration Fault Alert System using Neural Networks
Create an alert system with report Generation that scores and ranks cases so experts review the riskiest ones first. You will learn search indexing, data cleaning with pandas and performance profiling.…
Product Review Helpfulness Alert System using Ensemble Learning
Create an alert system with mobile Inference that learns patterns from historical data and flags cases that need attention. You will learn authentication and role-based access, WebSocket programming and geospatial querie…
Sign Language Gesture Estimation System using Explainable AI and Explainable Outputs
Create an estimation system with explainable Outputs that detects abnormal patterns and raises alerts with supporting evidence. You will learn caching strategies, cloud deployment and API rate limiting.…
AI-Powered Road Pothole Severity from Dashcam Frames Recognition System
Design and build a recognition system that classifies incoming items automatically and routes exceptions to humans. You will learn API rate limiting, geospatial queries and authentication and role-based access.…
AI-Powered Exam Paper Leak Rumour on Social Media Recommendation Engine
Create a recommendation engine with dashboard Visualisation that classifies incoming items automatically and routes exceptions to humans. You will learn model evaluation metrics, WebSocket programming and data cleaning w…
Loan Default from Transaction Behaviour Scoring System using Explainable AI and Explainable Outputs
Build a scoring system that turns raw records into predictions with clear explanations. You will learn data cleaning with pandas, secure coding practices and authentication and role-based access.…
PCB Solder Defect Prediction Platform using Natural Language Processing
Build a prediction platform that detects abnormal patterns and raises alerts with supporting evidence. You will learn CI/CD pipelines, authentication and role-based access and REST API design.…
Bottle Cap Defect Prioritisation Engine with Report Generation
Design and build a prioritisation engine that predicts outcomes early enough for staff to act on them. You will learn WebSocket programming, responsive UI design and performance profiling.…
Graph Neural Networks-Based Cricket Match Win Probability Search Engine
Design and build a search engine that scores and ranks cases so experts review the riskiest ones first. You will learn CI/CD pipelines, API rate limiting and database schema modelling.…
Fish Pond Water Quality Risk Assessment Platform using Natural Language Processing
Build an assessment platform that learns patterns from historical data and flags cases that need attention. You will learn unit and integration testing, search indexing and data cleaning with pandas.…
Graph Neural Networks-Based Street Light Outage from Night Images Search Engine
Build a search engine that classifies incoming items automatically and routes exceptions to humans. You will learn database schema modelling, geospatial queries and CI/CD pipelines.…
Street Light Outage from Night Images Prediction System with Batch Scoring
Build a prediction system that detects abnormal patterns and raises alerts with supporting evidence. You will learn data visualisation, background job scheduling and feature engineering.…
AI-Powered Poultry Farm Mortality Early Warning Detection System
Create a detection system with dashboard Visualisation that automates a judgement task that today takes hours of manual effort. You will learn data visualisation, state management in web apps and data cleaning with panda…
Electricity Theft from Meter Readings Prediction System with Confidence Scores
Build a prediction system that turns raw records into predictions with clear explanations. You will learn hyperparameter tuning, feature engineering and API rate limiting.…
Natural Language Processing-Based Pharmacy Stock-Out Recognition System
Build a recognition system that automates a judgement task that today takes hours of manual effort. You will learn API rate limiting, secure coding practices and geospatial queries.…
Pharmaceutical Tablet Defect Grading System with Confidence Scores
Build a grading system that scores and ranks cases so experts review the riskiest ones first. You will learn error monitoring, geospatial queries and background job scheduling.…
Flood Water Level from River Cameras Estimation System with Risk Stratification
Design and build an estimation system that predicts outcomes early enough for staff to act on them. You will learn cloud deployment, data visualisation and model evaluation metrics.…
Retail Shelf Stock-Out Recommendation Engine with Explainable Outputs
Create a recommendation engine with explainable Outputs that turns raw records into predictions with clear explanations. You will learn API rate limiting, unit and integration testing and data cleaning with pandas.…
Water Pipeline Leakage from Pressure Data Screening Tool using Transfer Learning and Confidence Scores
Design and build a screening tool that automates a judgement task that today takes hours of manual effort. You will learn error monitoring, CI/CD pipelines and REST API design.…
Elevator Wait Time Alert System with Drift Monitoring
Build an alert system that turns raw records into predictions with clear explanations. You will learn file storage design, background job scheduling and unit and integration testing.…
Forest Fire Smoke from Watchtower Cameras Prediction System with Human-in-the-Loop Review
Design and build a prediction system that classifies incoming items automatically and routes exceptions to humans. You will learn API rate limiting, hyperparameter tuning and cloud deployment.…
Air Quality from Traffic and Weather Decision Support System using Reinforcement Learning and Voice Interface
Build a decision support system that predicts outcomes early enough for staff to act on them. You will learn database schema modelling, containerisation and unit and integration testing.…
Elevator Wait Time Scoring System with Report Generation
Build a scoring system that detects abnormal patterns and raises alerts with supporting evidence. You will learn message queues, secure coding practices and CI/CD pipelines.…
Queue Length at Billing Counters Assessment Platform using Support Vector Machines and Explainable Outputs
Build an assessment platform that classifies incoming items automatically and routes exceptions to humans. You will learn cloud deployment, database schema modelling and caching strategies.…
Crop Leaf Disease from Field Photos Screening Tool using Ensemble Learning and Anomaly Flags
Design and build a screening tool that predicts outcomes early enough for staff to act on them. You will learn CI/CD pipelines, WebSocket programming and pipeline orchestration.…
Solar Panel Soiling from Drone Images Prioritisation Engine using Gradient Boosting
Build a prioritisation engine that classifies incoming items automatically and routes exceptions to humans. You will learn database schema modelling, CI/CD pipelines and REST API design.…
Time-Series Modelling-Based River Water Turbidity from Drone Images Detection System
Build a detection system that learns patterns from historical data and flags cases that need attention. You will learn background job scheduling, pipeline orchestration and API rate limiting.…
House Rent in Tier-2 Cities Decision Support System with Voice Interface
Create a decision support system with voice Interface that learns patterns from historical data and flags cases that need attention. You will learn CI/CD pipelines, caching strategies and cloud deployment.…
Spam Call Pattern Prediction Platform with Drift Monitoring
Design and build a prediction platform that predicts outcomes early enough for staff to act on them. You will learn authentication and role-based access, cloud deployment and REST API design.…
Random Forests-Based Noise Pollution Hotspots Prioritisation Engine
Create a prioritisation engine with edge Deployment that learns patterns from historical data and flags cases that need attention. You will learn search indexing, model evaluation metrics and file storage design.…
Road Pothole Severity from Dashcam Frames Search Engine using Deep Learning
Build a search engine that predicts outcomes early enough for staff to act on them. You will learn performance profiling, model evaluation metrics and feature engineering.…
Construction Progress from Site Photos Prioritisation Engine with Dashboard Visualisation
Create a prioritisation engine with dashboard Visualisation that learns patterns from historical data and flags cases that need attention. You will learn cloud deployment, state management in web apps and message queues.…
AI-Powered Cricket Match Win Probability Decision Support System
Create a decision support system with mobile Inference that gives decision-makers a data-backed recommendation at the right moment. You will learn feature engineering, pipeline orchestration and data cleaning with pandas…
Street Light Outage from Night Images Chat Assistant using Neural Networks and Voice Interface
Design and build a chat assistant that turns raw records into predictions with clear explanations. You will learn state management in web apps, pipeline orchestration and caching strategies.…
Metro Station Footfall Prediction Platform using Edge AI
Create a prediction platform with report Generation that learns patterns from historical data and flags cases that need attention. You will learn caching strategies, database schema modelling and model evaluation metrics…
River Water Turbidity from Drone Images Prioritisation Engine using Ensemble Learning and Real-Time Alerts
Create a prioritisation engine with real-time Alerts that turns raw records into predictions with clear explanations. You will learn unit and integration testing, hyperparameter tuning and search indexing.…
Street Light Outage from Night Images Recommendation Engine with Confidence Scores
Build a recommendation engine that learns patterns from historical data and flags cases that need attention. You will learn unit and integration testing, hyperparameter tuning and database schema modelling.…
Random Forests-Based PCB Solder Defect Prioritisation Engine
Create a prioritisation engine with voice Interface that automates a judgement task that today takes hours of manual effort. You will learn geospatial queries, file storage design and performance profiling.…
Bridge Crack from Inspection Photos Prioritisation Engine using Reinforcement Learning and Risk Stratification
Build a prioritisation engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn feature engineering, search indexing and file storage design.…
Classroom Attention from Video Recognition System with Explainable Outputs
Create a recognition system with explainable Outputs that turns raw records into predictions with clear explanations. You will learn REST API design, data visualisation and database schema modelling.…
AI-Powered Elevator Wait Time Recommendation Engine
Create a recommendation engine with risk Stratification that predicts outcomes early enough for staff to act on them. You will learn performance profiling, containerisation and error monitoring.…
Hospital Bed Demand Detection System using Neural Networks and Drift Monitoring
Design and build a detection system that predicts outcomes early enough for staff to act on them. You will learn file storage design, REST API design and hyperparameter tuning.…
Solar Panel Soiling from Drone Images Prediction Platform using Natural Language Processing
Build a prediction platform that classifies incoming items automatically and routes exceptions to humans. You will learn message queues, caching strategies and feature engineering.…
Electricity Theft from Meter Readings Grading System with Model Retraining Pipeline
Design and build a grading system that learns patterns from historical data and flags cases that need attention. You will learn search indexing, cloud deployment and containerisation.…
Wind Turbine Blade Damage Detection System using Transfer Learning and Voice Interface
Design and build a detection system that learns patterns from historical data and flags cases that need attention. You will learn database schema modelling, WebSocket programming and message queues.…
Textile Fabric Defect Forecasting System with Mobile Inference
Build a forecasting system that classifies incoming items automatically and routes exceptions to humans. You will learn CI/CD pipelines, WebSocket programming and performance profiling.…
AI-Powered Helmet Use at Construction Gates Classification System
Create a classification system with report Generation that classifies incoming items automatically and routes exceptions to humans. You will learn API rate limiting, responsive UI design and error monitoring.…
PCB Solder Defect Screening Tool using Random Forests and Real-Time Alerts
Design and build a screening tool that automates a judgement task that today takes hours of manual effort. You will learn hyperparameter tuning, performance profiling and geospatial queries.…
Wind Turbine Blade Damage Prediction System using Neural Networks and Anomaly Flags
Create a prediction system with anomaly Flags that turns raw records into predictions with clear explanations. You will learn hyperparameter tuning, performance profiling and WebSocket programming.…
River Water Turbidity from Drone Images Estimation System with Edge Deployment
Build an estimation system that predicts outcomes early enough for staff to act on them. You will learn secure coding practices, pipeline orchestration and authentication and role-based access.…
Elephant Movement Near Rail Tracks Assessment Platform with Voice Interface
Build an assessment platform that classifies incoming items automatically and routes exceptions to humans. You will learn cloud deployment, file storage design and data cleaning with pandas.…
Chess Move Quality Grading Recommendation Engine using Computer Vision
Design and build a recommendation engine that turns raw records into predictions with clear explanations. You will learn file storage design, feature engineering and search indexing.…
Bird Call Species Identification Grading System with Dashboard Visualisation
Design and build a grading system that automates a judgement task that today takes hours of manual effort. You will learn file storage design, REST API design and caching strategies.…
Helmet Use at Construction Gates Estimation System using Gradient Boosting and Human-in-the-Loop Review
Build an estimation system that classifies incoming items automatically and routes exceptions to humans. You will learn file storage design, geospatial queries and authentication and role-based access.…
Parking Occupancy from CCTV Classification System using Ensemble Learning
Design and build a classification system that scores and ranks cases so experts review the riskiest ones first. You will learn pipeline orchestration, background job scheduling and API rate limiting.…
Poultry Farm Mortality Early Warning Prediction Platform with Risk Stratification
Build a prediction platform that learns patterns from historical data and flags cases that need attention. You will learn model evaluation metrics, database schema modelling and geospatial queries.…
Answer Sheet Handwriting Search Engine using Neural Networks and Batch Scoring
Design and build a search engine that classifies incoming items automatically and routes exceptions to humans. You will learn geospatial queries, state management in web apps and file storage design.…
Elevator Wait Time Decision Support System with Real-Time Alerts
Build a decision support system that gives decision-makers a data-backed recommendation at the right moment. You will learn WebSocket programming, model evaluation metrics and error monitoring.…
AI-Powered Resume Screening for Campus Drives Alert System
Design and build an alert system that detects abnormal patterns and raises alerts with supporting evidence. You will learn hyperparameter tuning, pipeline orchestration and data cleaning with pandas.…
Graph Neural Networks-Based Engine Sound Fault Monitoring System
Create a monitoring system with edge Deployment that automates a judgement task that today takes hours of manual effort. You will learn caching strategies, state management in web apps and error monitoring.…
Customer Support Ticket Priority Prioritisation Engine with Risk Stratification
Design and build a prioritisation engine that scores and ranks cases so experts review the riskiest ones first. You will learn data cleaning with pandas, state management in web apps and feature engineering.…
E-Commerce Return Fraud Monitoring System using Computer Vision and Multilingual Support
Create a monitoring system with multilingual Support that detects abnormal patterns and raises alerts with supporting evidence. You will learn pipeline orchestration, feature engineering and authentication and role-based…
Loan Default from Transaction Behaviour Prediction System using Natural Language Processing
Build a prediction system that learns patterns from historical data and flags cases that need attention. You will learn geospatial queries, performance profiling and message queues.…
Product Review Helpfulness Scoring System using Support Vector Machines and Drift Monitoring
Create a scoring system with drift Monitoring that learns patterns from historical data and flags cases that need attention. You will learn hyperparameter tuning, model evaluation metrics and responsive UI design.…
Answer Sheet Handwriting Decision Support System with Edge Deployment
Design and build a decision support system that classifies incoming items automatically and routes exceptions to humans. You will learn data cleaning with pandas, geospatial queries and REST API design.…
AI-Powered Garbage Overflow at Public Bins Grading System
Build a grading system that predicts outcomes early enough for staff to act on them. You will learn model evaluation metrics, background job scheduling and REST API design.…
Construction Progress from Site Photos Decision Support System with Anomaly Flags
Design and build a decision support system that classifies incoming items automatically and routes exceptions to humans. You will learn feature engineering, responsive UI design and geospatial queries.…
Motor Vibration Fault Recommendation Engine with Drift Monitoring
Design and build a recommendation engine that turns raw records into predictions with clear explanations. You will learn state management in web apps, unit and integration testing and secure coding practices.…
Electricity Theft from Meter Readings Prediction Platform using Neural Networks and Batch Scoring
Design and build a prediction platform that predicts outcomes early enough for staff to act on them. You will learn unit and integration testing, API rate limiting and responsive UI design.…
AI-Powered Sign Language Gesture Recommendation Engine
Design and build a recommendation engine that automates a judgement task that today takes hours of manual effort. You will learn state management in web apps, file storage design and CI/CD pipelines.…
Food Delivery Time Monitoring System using Reinforcement Learning and Risk Stratification
Create a monitoring system with risk Stratification that classifies incoming items automatically and routes exceptions to humans. You will learn authentication and role-based access, API rate limiting and data cleaning w…
Pharmacy Stock-Out Chat Assistant using Explainable AI
Create a chat assistant with real-time Alerts that turns raw records into predictions with clear explanations. You will learn background job scheduling, performance profiling and geospatial queries.…
Music Mood from Audio Features Recommendation Engine with Drift Monitoring
Build a recommendation engine that classifies incoming items automatically and routes exceptions to humans. You will learn data visualisation, authentication and role-based access and pipeline orchestration.…
Spam Call Pattern Forecasting System using Support Vector Machines
Build a forecasting system that predicts outcomes early enough for staff to act on them. You will learn responsive UI design, secure coding practices and database schema modelling.…
Worker Safety Gear Compliance Recognition System with Anomaly Flags
Design and build a recognition system that predicts outcomes early enough for staff to act on them. You will learn file storage design, database schema modelling and authentication and role-based access.…
Queue Length at Billing Counters Classification System with Drift Monitoring
Create a classification system with drift Monitoring that gives decision-makers a data-backed recommendation at the right moment. You will learn authentication and role-based access, error monitoring and REST API design.…
River Water Turbidity from Drone Images Classification System using Graph Neural Networks
Build a classification system that gives decision-makers a data-backed recommendation at the right moment. You will learn model evaluation metrics, unit and integration testing and database schema modelling.…
Exam Paper Leak Rumour on Social Media Forecasting System using Transfer Learning
Design and build a forecasting system that gives decision-makers a data-backed recommendation at the right moment. You will learn cloud deployment, REST API design and state management in web apps.…
Noise Pollution Hotspots Prediction System using Natural Language Processing and Voice Interface
Create a prediction system with voice Interface that scores and ranks cases so experts review the riskiest ones first. You will learn containerisation, API rate limiting and message queues.…
Bottle Cap Defect Estimation System using Reinforcement Learning
Build an estimation system that gives decision-makers a data-backed recommendation at the right moment. You will learn unit and integration testing, WebSocket programming and data visualisation.…
Garbage Overflow at Public Bins Forecasting System with Confidence Scores
Create a forecasting system with confidence Scores that learns patterns from historical data and flags cases that need attention. You will learn data visualisation, model evaluation metrics and WebSocket programming.…
Hospital Bed Demand Detection System with Edge Deployment
Design and build a detection system that scores and ranks cases so experts review the riskiest ones first. You will learn geospatial queries, database schema modelling and containerisation.…
Parking Occupancy from CCTV Forecasting System with Real-Time Alerts
Build a forecasting system that turns raw records into predictions with clear explanations. You will learn pipeline orchestration, feature engineering and model evaluation metrics.…
Chess Move Quality Grading Monitoring System with Model Retraining Pipeline
Create a monitoring system with model Retraining Pipeline that gives decision-makers a data-backed recommendation at the right moment. You will learn hyperparameter tuning, secure coding practices and containerisation.…
Natural Language Processing-Based Garbage Overflow at Public Bins Assessment Platform
Design and build an assessment platform that classifies incoming items automatically and routes exceptions to humans. You will learn caching strategies, message queues and hyperparameter tuning.…
Metro Station Footfall Prediction System using Computer Vision
Create a prediction system with explainable Outputs that turns raw records into predictions with clear explanations. You will learn data visualisation, feature engineering and search indexing.…
Forest Fire Smoke from Watchtower Cameras Classification System with Voice Interface
Create a classification system with voice Interface that turns raw records into predictions with clear explanations. You will learn secure coding practices, containerisation and REST API design.…
Time-Series Modelling-Based Parking Occupancy from CCTV Classification System
Create a classification system with dashboard Visualisation that classifies incoming items automatically and routes exceptions to humans. You will learn message queues, caching strategies and cloud deployment.…
Warehouse Pallet Counting Screening Tool with Dashboard Visualisation
Build a screening tool that automates a judgement task that today takes hours of manual effort. You will learn message queues, feature engineering and state management in web apps.…
Music Mood from Audio Features Chat Assistant using Transfer Learning and Voice Interface
Build a chat assistant that detects abnormal patterns and raises alerts with supporting evidence. You will learn error monitoring, message queues and containerisation.…
Steel Surface Defect Recognition System using Graph Neural Networks
Create a recognition system with multilingual Support that learns patterns from historical data and flags cases that need attention. You will learn model evaluation metrics, database schema modelling and background job s…
Gradient Boosting-Based Queue Length at Billing Counters Prediction Platform
Design and build a prediction platform that scores and ranks cases so experts review the riskiest ones first. You will learn cloud deployment, error monitoring and data visualisation.…
Exam Paper Leak Rumour on Social Media Prioritisation Engine using Random Forests and Dashboard Visualisation
Design and build a prioritisation engine that turns raw records into predictions with clear explanations. You will learn file storage design, REST API design and CI/CD pipelines.…
Resume Screening for Campus Drives Estimation System with Model Retraining Pipeline
Create an estimation system with model Retraining Pipeline that scores and ranks cases so experts review the riskiest ones first. You will learn responsive UI design, database schema modelling and API rate limiting.…
Cricket Match Win Probability Scoring System with Drift Monitoring
Design and build a scoring system that gives decision-makers a data-backed recommendation at the right moment. You will learn state management in web apps, background job scheduling and performance profiling.…
Noise Pollution Hotspots Prediction System with Anomaly Flags
Create a prediction system with anomaly Flags that classifies incoming items automatically and routes exceptions to humans. You will learn state management in web apps, authentication and role-based access and unit and i…
AI-Powered Used Car Price Screening Tool
Create a screening tool with real-time Alerts that detects abnormal patterns and raises alerts with supporting evidence. You will learn feature engineering, unit and integration testing and error monitoring.…
Motor Vibration Fault Scoring System using Ensemble Learning and Dashboard Visualisation
Create a scoring system with dashboard Visualisation that turns raw records into predictions with clear explanations. You will learn secure coding practices, feature engineering and file storage design.…
River Water Turbidity from Drone Images Screening Tool using Explainable AI
Create a screening tool with multilingual Support that scores and ranks cases so experts review the riskiest ones first. You will learn unit and integration testing, hyperparameter tuning and background job scheduling.…
Motor Vibration Fault Recognition System using Explainable AI and Report Generation
Build a recognition system that classifies incoming items automatically and routes exceptions to humans. You will learn cloud deployment, secure coding practices and file storage design.…
Retail Shelf Stock-Out Prediction Platform with Mobile Inference
Design and build a prediction platform that detects abnormal patterns and raises alerts with supporting evidence. You will learn data visualisation, feature engineering and background job scheduling.…
Bus Passenger Crowding Forecasting System with Drift Monitoring
Design and build a forecasting system that turns raw records into predictions with clear explanations. You will learn secure coding practices, data cleaning with pandas and containerisation.…
Electricity Theft from Meter Readings Assessment Platform with Explainable Outputs
Build an assessment platform that classifies incoming items automatically and routes exceptions to humans. You will learn REST API design, state management in web apps and file storage design.…
Crop Leaf Disease from Field Photos Screening Tool with Human-in-the-Loop Review
Design and build a screening tool that detects abnormal patterns and raises alerts with supporting evidence. You will learn error monitoring, CI/CD pipelines and WebSocket programming.…
Warehouse Pallet Counting Prioritisation Engine using Gradient Boosting and Mobile Inference
Build a prioritisation engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn containerisation, file storage design and WebSocket programming.…
PCB Solder Defect Scoring System with Batch Scoring
Design and build a scoring system that scores and ranks cases so experts review the riskiest ones first. You will learn CI/CD pipelines, WebSocket programming and error monitoring.…
Worker Safety Gear Compliance Assessment Platform with Mobile Inference
Design and build an assessment platform that classifies incoming items automatically and routes exceptions to humans. You will learn search indexing, data cleaning with pandas and background job scheduling.…
Random Forests-Based Motor Vibration Fault Grading System
Create a grading system with dashboard Visualisation that turns raw records into predictions with clear explanations. You will learn API rate limiting, data cleaning with pandas and caching strategies.…
Traffic Signal Violation Forecasting System using Ensemble Learning
Create a forecasting system with human-in-the-loop Review that classifies incoming items automatically and routes exceptions to humans. You will learn cloud deployment, unit and integration testing and model evaluation m…
Lecture Video Chaptering Alert System using Support Vector Machines
Create an alert system with explainable Outputs that gives decision-makers a data-backed recommendation at the right moment. You will learn WebSocket programming, data visualisation and geospatial queries.…
Lip Reading for Silent Speech Chat Assistant with Multilingual Support
Create a chat assistant with multilingual Support that learns patterns from historical data and flags cases that need attention. You will learn CI/CD pipelines, data cleaning with pandas and search indexing.…
Deep Learning-Based Bird Call Species Identification Recognition System
Build a recognition system that turns raw records into predictions with clear explanations. You will learn API rate limiting, caching strategies and data visualisation.…
Reinforcement Learning-Based Construction Progress from Site Photos Alert System
Build an alert system that scores and ranks cases so experts review the riskiest ones first. You will learn state management in web apps, cloud deployment and CI/CD pipelines.…
Traffic Signal Violation Monitoring System with Drift Monitoring
Build a monitoring system that turns raw records into predictions with clear explanations. You will learn caching strategies, data visualisation and unit and integration testing.…
Traffic Signal Violation Classification System with Confidence Scores
Build a classification system that predicts outcomes early enough for staff to act on them. You will learn message queues, model evaluation metrics and containerisation.…
Queue Length at Billing Counters Monitoring System with Real-Time Alerts
Build a monitoring system that classifies incoming items automatically and routes exceptions to humans. You will learn performance profiling, background job scheduling and pipeline orchestration.…
Time-Series Modelling-Based Crop Leaf Disease from Field Photos Detection System
Create a detection system with mobile Inference that scores and ranks cases so experts review the riskiest ones first. You will learn data cleaning with pandas, model evaluation metrics and WebSocket programming.…
Queue Length at Billing Counters Decision Support System using Graph Neural Networks and Drift Monitoring
Design and build a decision support system that predicts outcomes early enough for staff to act on them. You will learn geospatial queries, background job scheduling and CI/CD pipelines.…
Traffic Signal Violation Decision Support System with Human-in-the-Loop Review
Design and build a decision support system that classifies incoming items automatically and routes exceptions to humans. You will learn search indexing, WebSocket programming and state management in web apps.…
Deep Learning-Based Movie Box Office from Trailer Buzz Decision Support System
Build a decision support system that detects abnormal patterns and raises alerts with supporting evidence. You will learn pipeline orchestration, hyperparameter tuning and error monitoring.…
House Rent in Tier-2 Cities Recognition System with Confidence Scores
Build a recognition system that scores and ranks cases so experts review the riskiest ones first. You will learn pipeline orchestration, data cleaning with pandas and hyperparameter tuning.…
Spam Call Pattern Prediction System using Gradient Boosting and Batch Scoring
Design and build a prediction system that learns patterns from historical data and flags cases that need attention. You will learn data visualisation, data cleaning with pandas and cloud deployment.…
Queue Length at Billing Counters Search Engine with Report Generation
Build a search engine that predicts outcomes early enough for staff to act on them. You will learn WebSocket programming, search indexing and responsive UI design.…
Music Mood from Audio Features Prioritisation Engine with Report Generation
Build a prioritisation engine that turns raw records into predictions with clear explanations. You will learn CI/CD pipelines, secure coding practices and performance profiling.…
Exam Paper Leak Rumour on Social Media Detection System using Neural Networks and Model Retraining Pipeline
Create a detection system with model Retraining Pipeline that classifies incoming items automatically and routes exceptions to humans. You will learn pipeline orchestration, error monitoring and REST API design.…
Helmet Use at Construction Gates Grading System with Drift Monitoring
Design and build a grading system that classifies incoming items automatically and routes exceptions to humans. You will learn data visualisation, file storage design and background job scheduling.…
Elevator Wait Time Recommendation Engine using Support Vector Machines
Build a recommendation engine that learns patterns from historical data and flags cases that need attention. You will learn unit and integration testing, hyperparameter tuning and model evaluation metrics.…
Answer Sheet Handwriting Classification System with Human-in-the-Loop Review
Design and build a classification system that classifies incoming items automatically and routes exceptions to humans. You will learn file storage design, hyperparameter tuning and responsive UI design.…
Wind Turbine Blade Damage Grading System using Deep Learning and Real-Time Alerts
Create a grading system with real-time Alerts that learns patterns from historical data and flags cases that need attention. You will learn data visualisation, state management in web apps and search indexing.…
Time-Series Modelling-Based Traffic Signal Violation Prediction System
Design and build a prediction system that learns patterns from historical data and flags cases that need attention. You will learn data cleaning with pandas, model evaluation metrics and hyperparameter tuning.…
Road Pothole Severity from Dashcam Frames Forecasting System with Confidence Scores
Build a forecasting system that detects abnormal patterns and raises alerts with supporting evidence. You will learn caching strategies, data cleaning with pandas and error monitoring.…
Food Delivery Time Recognition System with Confidence Scores
Build a recognition system that learns patterns from historical data and flags cases that need attention. You will learn responsive UI design, secure coding practices and cloud deployment.…
House Rent in Tier-2 Cities Screening Tool using Edge AI and Human-in-the-Loop Review
Design and build a screening tool that detects abnormal patterns and raises alerts with supporting evidence. You will learn caching strategies, geospatial queries and pipeline orchestration.…
Poultry Farm Mortality Early Warning Prediction System using Machine Learning
Create a prediction system with confidence Scores that predicts outcomes early enough for staff to act on them. You will learn cloud deployment, model evaluation metrics and background job scheduling.…
Student Attendance from Class Photos Estimation System using Machine Learning and Real-Time Alerts
Create an estimation system with real-time Alerts that classifies incoming items automatically and routes exceptions to humans. You will learn model evaluation metrics, message queues and state management in web apps.…
Graph Neural Networks-Based Fake Job Posting Recognition System
Design and build a recognition system that gives decision-makers a data-backed recommendation at the right moment. You will learn secure coding practices, data visualisation and performance profiling.…
Music Mood from Audio Features Prediction System using Time-Series Modelling
Create a prediction system with human-in-the-loop Review that classifies incoming items automatically and routes exceptions to humans. You will learn responsive UI design, state management in web apps and containerisatio…
PCB Solder Defect Prioritisation Engine with Mobile Inference
Create a prioritisation engine with mobile Inference that turns raw records into predictions with clear explanations. You will learn state management in web apps, error monitoring and responsive UI design.…
Answer Sheet Handwriting Monitoring System using Computer Vision and Model Retraining Pipeline
Create a monitoring system with model Retraining Pipeline that learns patterns from historical data and flags cases that need attention. You will learn message queues, cloud deployment and data cleaning with pandas.…
Podcast Episode Summarisation Recognition System using Neural Networks and Voice Interface
Build a recognition system that gives decision-makers a data-backed recommendation at the right moment. You will learn cloud deployment, containerisation and state management in web apps.…
Transformer Models-Based Bus Passenger Crowding Chat Assistant
Create a chat assistant with model Retraining Pipeline that gives decision-makers a data-backed recommendation at the right moment. You will learn containerisation, data visualisation and pipeline orchestration.…
Explainable AI-Based Bird Call Species Identification Scoring System
Design and build a scoring system that predicts outcomes early enough for staff to act on them. You will learn data cleaning with pandas, API rate limiting and data visualisation.…
Elevator Wait Time Chat Assistant using Gradient Boosting
Create a chat assistant with dashboard Visualisation that gives decision-makers a data-backed recommendation at the right moment. You will learn cloud deployment, secure coding practices and state management in web apps.…
AI-Powered Textile Fabric Defect Forecasting System
Build a forecasting system that classifies incoming items automatically and routes exceptions to humans. You will learn error monitoring, authentication and role-based access and background job scheduling.…
Worker Safety Gear Compliance Search Engine with Real-Time Alerts
Create a search engine with real-time Alerts that scores and ranks cases so experts review the riskiest ones first. You will learn responsive UI design, API rate limiting and feature engineering.…
Bus Passenger Crowding Search Engine using Graph Neural Networks
Build a search engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn caching strategies, geospatial queries and message queues.…
Natural Language Processing-Based Answer Sheet Handwriting Forecasting System
Design and build a forecasting system that turns raw records into predictions with clear explanations. You will learn message queues, file storage design and API rate limiting.…
Electricity Theft from Meter Readings Chat Assistant using Ensemble Learning
Design and build a chat assistant that scores and ranks cases so experts review the riskiest ones first. You will learn authentication and role-based access, error monitoring and performance profiling.…
Food Packet Seal Defect Classification System using Computer Vision
Create a classification system with edge Deployment that predicts outcomes early enough for staff to act on them. You will learn error monitoring, data visualisation and data cleaning with pandas.…
Random Forests-Based Pharmaceutical Tablet Defect Prediction System
Build a prediction system that gives decision-makers a data-backed recommendation at the right moment. You will learn background job scheduling, state management in web apps and responsive UI design.…
Railway Track Defect from Inspection Video Classification System with Model Retraining Pipeline
Create a classification system with model Retraining Pipeline that automates a judgement task that today takes hours of manual effort. You will learn geospatial queries, unit and integration testing and WebSocket program…
PCB Solder Defect Recommendation Engine using Support Vector Machines and Explainable Outputs
Create a recommendation engine with explainable Outputs that learns patterns from historical data and flags cases that need attention. You will learn hyperparameter tuning, model evaluation metrics and data cleaning with…
Bottle Cap Defect Alert System using Transfer Learning
Build an alert system that automates a judgement task that today takes hours of manual effort. You will learn unit and integration testing, feature engineering and containerisation.…
Water Pipeline Leakage from Pressure Data Scoring System using Random Forests and Human-in-the-Loop Review
Build a scoring system that gives decision-makers a data-backed recommendation at the right moment. You will learn data visualisation, WebSocket programming and error monitoring.…
Podcast Episode Summarisation Screening Tool using Ensemble Learning and Multilingual Support
Design and build a screening tool that turns raw records into predictions with clear explanations. You will learn containerisation, data visualisation and authentication and role-based access.…
AI-Powered Pharmaceutical Tablet Defect Search Engine
Create a search engine with confidence Scores that classifies incoming items automatically and routes exceptions to humans. You will learn caching strategies, file storage design and WebSocket programming.…
AI-Powered Spam Call Pattern Search Engine
Create a search engine with batch Scoring that turns raw records into predictions with clear explanations. You will learn WebSocket programming, authentication and role-based access and cloud deployment.…
Queue Length at Billing Counters Forecasting System using Transformer Models
Design and build a forecasting system that learns patterns from historical data and flags cases that need attention. You will learn search indexing, background job scheduling and state management in web apps.…
Elephant Movement Near Rail Tracks Decision Support System using Time-Series Modelling and Model Retraining Pipeline
Build a decision support system that predicts outcomes early enough for staff to act on them. You will learn geospatial queries, hyperparameter tuning and REST API design.…
AI-Powered Code Review Assistant for Student Submissions
Build a reviewer that comments on style, bugs and complexity in student code. You will learn static analysis basics and LLM-assisted feedback design.…
Multilingual Voice Assistant for Rural Banking Services
Build a voice bot that handles balance and transaction queries in regional languages. You will learn speech pipelines and safe financial dialogue design.…
Deepfake Image and Video Detection System
Build a detector that flags manipulated media with confidence evidence. You will learn forensic features and dataset bias issues.…
Smart Waste Segregation Bin with Image Classification
Build a bin that sorts dry, wet and metal waste automatically. You will learn edge ML deployment and mechatronic sorting design.…
AI-Based Yoga Pose Correction Trainer
Build a trainer that compares user poses to reference angles and gives corrections. You will learn pose estimation and feedback UX.…
Road Pothole Detection and Municipal Complaint Mapping
Build a system that detects potholes from vehicle footage and maps complaints. You will learn detection pipelines and civic-tech dashboard design.…
Resume Parser and Job-Match Chatbot for Campus Placements
Build a placement-cell tool that parses resumes and chats about matching jobs. You will learn information extraction and conversational retrieval.…
AI Tutor for Programming Labs with Hint-Based Guidance
Build a tutor that gives graded hints instead of full answers. You will learn sandboxed code execution and pedagogy-aware prompting.…
Crop Price Prediction and Market Advisory for Farmers
Build a predictor of mandi prices with selling advisories. You will learn time-series features and designing for low-literacy users.…
AI/ML Mini: Skin Lesion Classification with Transfer Learning
Build a classifier demo on public dermatology images. You will learn medical-imaging caveats, class imbalance and responsible reporting.…
AI/ML Mini: Speech Command Recognition for Appliance Control
Build a recogniser for a small set of spoken commands. You will learn audio features and small-vocabulary model training.…
AI Career Guidance System with Skill-Gap Analysis
Build a guide that maps a student's skills to roles and learning paths. You will learn skill-graph design and gap scoring.…
Personalised News Aggregator with Topic Modelling
Build a news app that learns a reader's topics. You will learn topic modelling and feed ranking basics.…
Hand Gesture Volume and Presentation Controller
Build touchless control of slides and volume via webcam gestures. You will learn real-time gesture pipelines and UX latency tuning.…
Multi-Agent Research Assistant with Web Search and Citation Tracking
Build a team of cooperating agents that plans research, searches sources and drafts cited briefs. You will learn agent orchestration, source verification and citation-grounded generation.…
RAG Knowledge Base for Legal Contracts with Clause-Level Retrieval
Build a contract assistant that retrieves at clause level and answers with pinpoint references. You will learn legal document chunking, hybrid search and answer grounding.…
Agentic Code Migration Assistant: Python 2 to 3 with Test Verification
Build an agent that migrates legacy code and proves behaviour with the existing test suite. You will learn program transformation, agent verification loops and regression safety.…
LLM-Powered SQL Analyst: Natural Language to Verified Queries
Build an analyst that turns questions into SQL, dry-runs them and explains results in plain words. You will learn text-to-SQL, schema linking and result verification.…
Multi-Agent Customer Support with Escalation and Sentiment Routing
Build a support system where specialised agents resolve, route or escalate conversations. You will learn multi-agent routing, sentiment signals and human handoff design.…
RAG over Medical Guidelines with Source-Grounded Answers
Build a guideline assistant that answers only from approved sources and shows its evidence. You will learn domain RAG design, medical safety guardrails and evidence display.…
Agent-Based Invoice Processing with Human Approval Gates
Build a pipeline that reads invoices, matches POs and routes exceptions for approval. You will learn document extraction, three-way matching and approval workflow design.…
Tool-Using Agent for DevOps Incident Triage and Runbook Execution
Build an agent that triages alerts, gathers diagnostics and executes approved runbook steps. You will learn incident workflows, safe tool execution and audit logging.…
RAG Chatbot for Government Schemes with Multilingual Support
Build a scheme assistant that explains eligibility in the citizen's own language. You will learn multilingual retrieval, eligibility logic and inclusive UX.…
Agentic Travel Planner with Live Pricing Tools and Itinerary Optimisation
Build a planner agent that builds day-wise itineraries within budget using live tool data. You will learn agent planning, tool integration and itinerary constraint handling.…
LLM Document Summarisation Pipeline with Hierarchical Chunking
Build a service that summarises very long reports through hierarchical chunk-then-merge passes. You will learn long-document strategies, evaluation of summaries and async pipelines.…
Retrieval-Augmented Tutor for Competitive Exams with Adaptive Quizzing
Build a tutor that teaches from syllabus material and adapts quiz difficulty to the learner. You will learn adaptive testing, grounded explanations and learner modelling.…
Agent Workflow for Resume-Job Matching with Skill Gap Analysis
Build a matcher that scores fit and produces a concrete upskilling plan for the gaps. You will learn skill graphs, explainable matching and plan generation.…
Voice RAG Assistant for Warehouse Inventory Queries
Build a hands-free assistant that answers stock questions by voice on the warehouse floor. You will learn speech pipelines, domain vocabulary handling and voice UX.…
Multi-Modal RAG: Search Across Text, Tables and Images in Reports
Build retrieval that treats charts, tables and text in annual reports as one searchable whole. You will learn multi-modal embeddings, document layout analysis and unified retrieval.…
Agentic Data Cleaning Pipeline with Schema Inference
Build an agent that profiles messy datasets, proposes cleaning rules and applies them with logs. You will learn data profiling, rule induction and reproducible cleaning pipelines.…
LLM Evaluation Harness: Automated Benchmarking of Chatbot Quality
Build a harness that scores chatbots on faithfulness, relevance and safety across test sets. You will learn evaluation design, judge calibration and regression tracking for LLM apps.…
RAG-Based HR Policy Assistant with Access-Controlled Documents
Build a policy assistant that only retrieves documents the employee is allowed to see. You will learn permission-aware retrieval, document governance and audit trails.…
Agent-Driven Content Calendar with Brand Voice Checks
Build an agent that drafts a month of posts and checks each against brand voice guidelines. You will learn agent planning, style evaluation and content workflow automation.…
Semantic Search Engine for Research Papers with Citation Graphs
Build a paper search engine that ranks by meaning and shows citation neighbourhoods. You will learn scholarly embeddings, citation graph analysis and ranking evaluation.…
Agentic E-Commerce Assistant with Order Tracking Tools
Build a shopping assistant that answers order, return and product questions by calling real tools. You will learn conversational commerce, tool design and failure recovery in agents.…
LLM Meeting Assistant: Action Items, Owners and Deadlines
Build an assistant that turns meeting transcripts into tracked actions with owners and dates. You will learn speaker diarisation, structured extraction and follow-up automation.…
RAG System for Codebase Q&A with Repository-Wide Context
Build a system that answers questions about a large codebase with file-level citations. You will learn code indexing, repository context strategies and developer tooling.…
Multi-Agent Debate System for Fact-Checking News Claims
Build a checker where agents argue for and against a claim before a verdict is issued. You will learn multi-agent reasoning, evidence standards and verdict calibration.…
Personalised Learning Path Generator with LLM Skill Assessment
Build a generator that tests a learner, maps gaps and sequences a personal study path. You will learn skill assessment design, curriculum graphs and progress adaptation.…
Vision-Based Quality Inspection for PCB Assembly Lines
Build an inspection system that flags missing components, polarity errors and solder defects. You will learn defect dataset design, detection tuning and line-integration thinking.…
Real-Time Intrusion and Weapon Detection for Campus Security Cameras
Build a defensive monitoring system that detects intrusions and visible weapons and alerts staff. You will learn video analytics, multi-object tracking and alert triage design.…
Automated Attendance with Liveness Detection and Anti-Spoofing
Build attendance that resists photo and replay spoofing with active liveness checks. You will learn presentation-attack detection, embedding thresholds and privacy handling.…
Vision System for Retail Shelf Stock-Out Detection
Build a shelf-monitoring system that reports empty facings and misplaced products. You will learn retail vision pipelines, planogram matching and alert design.…
Traffic Violation Detection: Helmet, Triple Riding and Signal Jumping
Build a junction system that captures violations with cropped evidence frames. You will learn multi-task detection, evidence chain design and edge-case handling.…
Edge-Deployed PPE Compliance Detection with On-Camera Inference
Build a camera-edge system that detects missing helmets and vests without cloud round-trips. You will learn edge optimisation, model quantisation and on-device alerting.…
Sign Language Sentence Recognition with Transformer Sequence Models
Build a recogniser that turns continuous signing into sentences, not just single gestures. You will learn pose sequences, sequence modelling and signer-independent evaluation.…
AI-Based Dental X-Ray Analysis for Caries Detection
Build an analysis tool that highlights suspected caries regions for dentist review. You will learn medical image annotation, segmentation metrics and clinical safety framing.…
Crop Yield Estimation from Drone Imagery and NDVI Analysis
Build a yield estimator that maps field health from drone flights across the season. You will learn remote sensing indices, ground-truth calibration and geospatial reporting.…
Smart Parking Occupancy Detection with ANPR Integration
Build a camera-based parking system that tracks free slots and vehicle entries together. You will learn occupancy modelling, ANPR pipelines and operator dashboards.…
Vision-Based Gesture Control for Presentation and Media Systems
Build touchless control for slides and media using dynamic hand gestures. You will learn gesture segmentation, latency budgets and robust interaction design.…
Waste Segregation Robot Arm with Vision Classification
Build a sorter that classifies dry waste items and moves them to the right bin. You will learn vision-to-action pipelines, grasp sequencing and classification confidence handling.…
Road Pothole Detection and Repair Prioritisation from Dashcam Video
Build a system that maps potholes from vehicle video and ranks repairs by severity and traffic. You will learn road-condition analytics, geo-tagging and prioritisation models.…
Exam Hall Behaviour Monitoring with Pose Estimation
Build a monitoring aid that flags suspicious poses and movements for human review. You will learn pose analytics, anomaly definition and human-in-the-loop review design.…
Wildlife Intrusion Detection for Farm Protection with Instant Alerts
Build a farm-edge system that recognises animals and alerts farmers before crop damage. You will learn camera-trap ML, species datasets and low-connectivity alerting.…
AI Fitness Coach: Real-Time Exercise Form Correction
Build a coach that watches workouts and corrects form with specific cues. You will learn biomechanics features, real-time feedback design and safety limits.…
Retail Customer Behaviour Analytics with Anonymous Tracking
Build in-store analytics that tracks journeys and dwell zones without identifying people. You will learn anonymous tracking, zone analytics and privacy-by-design.…
Document Image Dewarping and Enhancement for Mobile Scans
Build a scanner pipeline that flattens folded pages and restores readability. You will learn document geometry, enhancement evaluation and OCR-readiness metrics.…
Vision-Based Fire and Smoke Detection for Warehouses
Build early fire detection that separates real smoke from steam and dust. You will learn video event detection, false-alarm engineering and alert escalation.…
Sports Analytics: Player Tracking and Heat Maps from Match Video
Build a system that tracks players and produces heat maps and distance statistics. You will learn sports vision pipelines, pitch calibration and performance metrics.…
Multilingual Sentiment Analysis for Code-Mixed Social Media
Build sentiment analysis that handles Hinglish and Tanglish posts as they are actually written. You will learn code-mixed NLP, annotation strategy and per-language evaluation.…
AI Interview Question Generator with Difficulty Calibration
Build a generator that creates role-specific questions calibrated to junior-to-senior levels. You will learn question quality control, difficulty modelling and rubric design.…
Predictive Maintenance for IT Systems from Log Embeddings
Build a system that learns normal log patterns and warns before failures surface. You will learn log representation, anomaly scoring and alert fatigue management.…
Churn Prediction with Explainable Boosting for Subscription Apps
Build a churn model whose every prediction ships with business-readable reasons. You will learn gradient boosting, explanation design and retention experiment thinking.…
Fake Review Detection with Behavioural and Text Signals
Build a detector that combines review text with reviewer behaviour patterns. You will learn fraud feature engineering, fusion models and precision-first evaluation.…
AI Music Genre and Mood Classification with Audio Features
Build a classifier that tags tracks by genre and mood from raw audio. You will learn audio feature engineering, spectrogram models and dataset curation.…
Mental Health Journaling Assistant with Mood Trend Analytics
Build a private journaling app that surfaces mood trends and gentle, safe reflections. You will learn emotion analytics, privacy-first design and responsible AI guardrails.…
Personal Finance Coach with Transaction Categorisation ML
Build a coach that categorises spending, finds leaks and suggests monthly budgets. You will learn transaction NLP, budgeting logic and behaviour-change design.…
Demand Forecasting for Cloud Kitchen Inventory
Build a forecaster that predicts dish-level demand to cut food waste. You will learn hierarchical forecasting, exogenous features and waste-cost evaluation.…
AI Tutor for Programming with Step-Level Hint Generation
Build a tutor that gives graduated hints instead of full solutions when students get stuck. You will learn hint pedagogy, code state analysis and learning analytics.…
Hate Speech and Toxicity Moderation for Regional Languages
Build a moderation system for comments in Indian languages with reviewer workflows. You will learn low-resource moderation, policy labelling and reviewer tooling.…
Resume Parser with Skill Taxonomy Mapping
Build a parser that converts resumes into structured profiles mapped to a skill taxonomy. You will learn information extraction, taxonomy design and parser evaluation.…
Mandi Price Forecasting and Sell-Timing Advisory for Farmers
Build an advisory that forecasts mandi prices and suggests when and where to sell. You will learn agri price modelling, data source handling and farmer-first delivery.…
Smart Email Prioritisation and Auto-Categorisation System
Build an inbox layer that ranks mail by urgency and files it into smart categories. You will learn priority modelling, incremental learning and UX for triage.…
Predictive Student Performance and Dropout Risk Analytics
Build an early-warning system that flags at-risk students for mentor intervention. You will learn educational data mining, intervention design and fairness checks.…
Comparative Study of RAG Architectures: Chunking, Reranking and Faithfulness
Benchmark RAG variants on shared question sets and publish a faithfulness-first comparison. You will learn experimental design for LLM systems, retrieval metrics and error taxonomy.…
Benchmarking Small Language Models for On-Device Assistants
Measure quality, latency and energy of small models across realistic assistant tasks. You will learn edge LLM evaluation, quantisation effects and deployment trade-offs.…
LoRA Fine-Tuning of Open LLMs for Low-Resource Indian Languages
Fine-tune open models for a low-resource language and evaluate against strong baselines. You will learn parameter-efficient tuning, low-resource data strategy and honest evaluation.…
Retrieval-Augmented Generation with Knowledge Graph Grounding
Combine graph traversal with vector retrieval and measure grounding improvements. You will learn graph-augmented retrieval, entity linking and hybrid answer verification.…
Agent Reliability Study: Failure Modes of Tool-Using LLM Agents
Systematically break agents with tool errors and ambiguity, then test recovery strategies. You will learn agent failure taxonomy, recovery patterns and reliability metrics.…
Vision-Language Model Evaluation for Indian Traffic Scenes
Evaluate vision-language models on Indian traffic understanding tasks and failure cases. You will learn VLM benchmarking, dataset curation and culturally grounded evaluation.…
Federated Fine-Tuning of Language Models with Differential Privacy
Fine-tune language models across simulated clients with formal privacy budgets. You will learn federated optimisation, privacy accounting and utility trade-offs.…
Neural Architecture Search for Efficient Edge Vision Models
Search for vision architectures that meet strict latency and memory budgets on edge hardware. You will learn search strategies, hardware-aware objectives and Pareto analysis.…
Uncertainty-Aware Medical Image Segmentation with Bayesian Deep Learning
Build segmentation that reports where it is unsure, and study referral of uncertain cases. You will learn uncertainty estimation, calibration and clinical workflow integration.…
Self-Supervised Pretraining for Remote Sensing Image Classification
Pretrain on unlabelled satellite imagery and measure label efficiency on downstream tasks. You will learn self-supervised methods, remote sensing data and transfer evaluation.…
Multimodal Emotion Recognition from Speech and Facial Cues
Fuse voice and face signals for emotion recognition and study when modalities disagree. You will learn fusion architectures, synchronisation and cross-modal error analysis.…
Long-Context Document QA: Retrieval vs Full-Context LLMs Benchmark
Compare retrieval pipelines against full-context models on cost, latency and accuracy. You will learn benchmark methodology, context scaling behaviour and system selection.…
Reinforcement Learning for Energy-Aware Cloud Resource Allocation
Train allocation policies that cut energy while holding SLOs on realistic workload traces. You will learn RL for systems, trace-driven simulation and SLO-aware rewards.…
Adversarial Defence Evaluation for Face Recognition Systems
Attack a face recognition pipeline with physical and digital perturbations and test defences. You will learn adversarial ML methodology, defence evaluation and responsible disclosure.…
Few-Shot Learning for Industrial Defect Detection
Detect new defect types from a handful of examples and compare meta-learning approaches. You will learn few-shot methods, industrial dataset practice and deployment constraints.…
Graph Neural Networks for Supply Chain Risk Prediction
Model supplier networks as graphs and predict disruption risk propagation. You will learn graph representation learning, risk modelling and network features.…
Time-Series Foundation Models for Anomaly Detection in IoT Streams
Evaluate pretrained time-series models zero-shot on industrial anomaly benchmarks. You will learn foundation model evaluation, anomaly metrics and streaming constraints.…
Explainable Recommender Systems with Counterfactual Explanations
Generate 'what would need to change' explanations for recommendations and user-test them. You will learn explanation methods, user study design and recommender evaluation.…
Synthetic Data Generation for Balancing Medical Image Datasets
Generate synthetic rare-class images and measure when they help or hurt diagnosis models. You will learn generative augmentation, distribution shift and validation discipline.…
Knowledge Distillation for Real-Time Object Detection on Edge Devices
Distill a large detector into a small one and characterise the accuracy-latency curve. You will learn distillation techniques, edge profiling and deployment engineering.…
Cross-Lingual Transfer for NER in Dravidian Languages
Study how NER transfers across Tamil, Telugu, Kannada and Malayalam with limited labels. You will learn cross-lingual methods, annotation practice and language-family effects.…
Diffusion Models for Data Augmentation in Rare Defect Classes
Augment rare manufacturing defects with diffusion synthesis and measure detector gains. You will learn controlled generation, augmentation validation and defect taxonomy.…
Continual Learning for Streaming Fraud Detection Under Drift
Keep a fraud model current on drifting streams without full retraining. You will learn concept drift handling, replay strategies and online evaluation.…
Privacy-Preserving Split Learning for Hospital Collaborations
Train models across hospitals without moving raw data or full models, and audit leakage. You will learn split learning protocols, leakage analysis and clinical ML constraints.…
Multi-Task Learning for Autonomous Driving Perception
Train one network for detection, segmentation and depth, and study task interference. You will learn multi-task optimisation, loss weighting and perception benchmarks.…
Neural Machine Translation for English-Kannada with Back-Translation
Improve a low-resource translation pair using mined monolingual data and back-translation. You will learn low-resource MT, data augmentation and translation evaluation.…
Robust Speech Recognition for Noisy Factory Environments
Adapt ASR to machine-noise conditions and measure command accuracy on the shop floor. You will learn noise-robust ASR, augmentation strategy and domain evaluation.…
Causal Inference for A/B Testing in Recommendation Platforms
Move beyond naive A/B readouts with causal estimators for recommender experiments. You will learn causal identification, interference effects and experiment design.…
LLM-Based Code Generation: Correctness and Security Audit Study
Audit generated code for correctness and vulnerabilities across models and prompts. You will learn code evaluation methodology, vulnerability classes and mitigation patterns.…
Active Learning Pipelines for Cost-Efficient Image Labelling
Cut labelling cost by choosing which images humans should annotate next. You will learn query strategies, labelling economics and stopping criteria.…
Spiking Neural Networks for Event-Camera Gesture Recognition
Recognise gestures from event streams with spiking networks and compare energy use. You will learn neuromorphic methods, event data handling and efficiency measurement.…
Transformer Models for ECG Arrhythmia Classification
Classify arrhythmias with attention models and compare against strong CNN baselines. You will learn physiological time series, class imbalance and clinical metrics.…
Domain Adaptation for Crop Disease Models Across Regions
Study why crop models fail in new regions and adapt them with limited local labels. You will learn distribution shift, adaptation techniques and field validation.…
Hallucination in LLM Medical Advice: Evaluation and Guardrail Design
Measure hallucination in medical answers and test retrieval and refusal guardrails. You will learn safety evaluation, guardrail engineering and risk communication.…
Reinforcement Learning for Adaptive Traffic Signal Control
Train signal controllers in simulation and compare against actuated baselines. You will learn RL environment design, traffic KPIs and sim-to-real caveats.…
Energy-Efficient Inference: Quantisation and Pruning Trade-Off Study
Map the accuracy-energy frontier for vision and language models under compression. You will learn compression methods, energy measurement and deployment guidance.…
Multi-Agent LLM Systems for Software Testing and Bug Reproduction
Build agents that turn bug reports into reproducing tests, and measure success rates. You will learn agent evaluation, test generation and software engineering benchmarks.…
Neuro-Symbolic Reasoning for Mathematical Word Problems
Combine language models with symbolic execution to solve word problems verifiably. You will learn neuro-symbolic design, program synthesis and verified reasoning.…
Fairness Auditing of Hiring Algorithms with Bias Mitigation
Audit a screening model for group disparities and test pre/in/post-processing mitigations. You will learn fairness definitions, audit methodology and mitigation trade-offs.…
Diffusion-Based Image Restoration for Low-Light Photography
Restore low-light photos with diffusion priors and compare against classical enhancement. You will learn image restoration, perceptual metrics and failure analysis.…
Speech Emotion Recognition for Call-Centre Quality Analytics
Analyse call emotion trajectories and link them to resolution outcomes. You will learn paralinguistic features, conversation analytics and privacy handling.…
Protein Function Prediction with Protein Language Models
Predict protein functions from sequence embeddings and evaluate on held-out families. You will learn bioinformatics ML, embedding evaluation and leakage-aware splits.…
Satellite Image Super-Resolution for Land-Use Mapping
Upscale satellite imagery and test whether land-use classification actually improves. You will learn super-resolution evaluation, downstream task validation and geospatial practice.…
LLM Agents for Automated Data Analysis with Sandboxed Code Execution
Build an analyst agent that writes and runs code safely to answer data questions. You will learn sandboxing, agent verification and analysis reproducibility.…
Personalised Federated Recommender Systems
Train recommenders across user devices without centralising interaction data. You will learn federated optimisation, personalisation methods and privacy analysis.…
Robust Watermarking for AI-Generated Content Detection
Embed and attack watermarks on generated text and images to test real-world robustness. You will learn watermark design, robustness evaluation and provenance systems.…
Zero-Shot Classification for Industrial Inspection with Vision-Language Models
Inspect parts with text-described defect classes and no defect training data. You will learn zero-shot methods, prompt design for vision and inspection metrics.…
Learning to Rank for Enterprise Search with Click Models
Train ranking models from biased click logs for an enterprise search scenario. You will learn learning-to-rank, position bias correction and offline evaluation.…
Foundation Model Adaptation for Legal Document Understanding
Adapt foundation models to contract analysis tasks and benchmark against specialist models. You will learn domain adaptation, legal NLP tasks and evaluation design.…
Multimodal Retrieval for Industrial Manuals with Diagram Understanding
Retrieve answers from service manuals where the critical information lives in diagrams. You will learn diagram understanding, multimodal indexing and technician-focused evaluation.…