Ready now Projects
303 projects · Page 7 of 13
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.…