Engineering & Medical Student Projects
5000 projects · Page 174 of 209
Neural Networks-Based ECG Arrhythmia Classification on Public Databases (MIT-BIH) Assessment Platform
Build an assessment platform that classifies incoming items automatically and routes exceptions to humans. You will learn error analysis and failure cases, clinical evaluation metrics and benchmark comparison.…
AI-Powered Drug-Drug Interaction Alerts from Open Databases (openFDA) Recommendation Engine
Build a recommendation engine that scores and ranks cases so experts review the riskiest ones first. You will learn benchmark comparison, error analysis and failure cases and annotation quality checks.…
Heart Sound Classification on Public Phonocardiogram Sets Search Engine with Batch Scoring
Build a search engine that automates a judgement task that today takes hours of manual effort. You will learn explainability methods, clinical evaluation metrics and image preprocessing pipelines.…
Ambulance Demand Forecasting for Cities Chat Assistant with Edge Deployment
Build a chat assistant that turns raw records into predictions with clear explanations. You will learn explainability methods, deployment basics and benchmark comparison.…
No-Show Prediction for Outpatient Appointments Prioritisation Engine using Deep Learning
Build a prioritisation engine that automates a judgement task that today takes hours of manual effort. You will learn deployment basics, benchmark comparison and class imbalance handling.…
Drug-Drug Interaction Alerts from Open Databases (openFDA) Estimation System with Real-Time Alerts
Build an estimation system that scores and ranks cases so experts review the riskiest ones first. You will learn error analysis and failure cases, image preprocessing pipelines and model calibration.…
Edge Fleet Management: Model Deployment to Raspberry Pi Fleets with OTA Updates
Manage ML models across a device fleet with staged rollouts and rollback. You will learn fleet operations, OTA safety and edge observability.…
Medication Error Pattern Mining on Synthetic Incident Reports Prediction System using Explainable AI
Build a prediction system that turns raw records into predictions with clear explanations. You will learn explainability methods, public dataset documentation and image preprocessing pipelines.…
Chest X-Ray Triage on Public Datasets (ChestX-ray14) Grading System using Transfer Learning and Mobile Inference
Build a grading system that turns raw records into predictions with clear explanations. You will learn deployment basics, image preprocessing pipelines and public dataset documentation.…
Cough Sound Screening on Public Audio Collections Recognition System with Explainable Outputs
Build a recognition system that detects abnormal patterns and raises alerts with supporting evidence. You will learn error analysis and failure cases, annotation quality checks and image preprocessing pipelines.…
Length-of-Stay Prediction on Synthetic Hospital Data Assessment Platform with Risk Stratification
Build an assessment platform that learns patterns from historical data and flags cases that need attention. You will learn annotation quality checks, benchmark comparison and public dataset documentation.…
AI-Powered Clinical Entity Extraction on Public Discharge Summary Demos Recommendation Engine
Build a recommendation engine that gives decision-makers a data-backed recommendation at the right moment. You will learn model calibration, deployment basics and train-test leakage control.…
Readmission Risk on Public Benchmark Datasets Recommendation Engine using Time-Series Modelling
Build a recommendation engine that turns raw records into predictions with clear explanations. You will learn train-test leakage control, annotation quality checks and model calibration.…
Skin Lesion Triage from Public Dermoscopy Images (HAM10000) Alert System with Real-Time Alerts
Build an alert system that learns patterns from historical data and flags cases that need attention. You will learn deployment basics, explainability methods and image preprocessing pipelines.…
Claims Fraud Pattern Detection on Synthetic Insurance Data Recommendation Engine using Edge AI and Real-Time Alerts
Build a recommendation engine that classifies incoming items automatically and routes exceptions to humans. You will learn responsible AI safeguards, benchmark comparison and deployment basics.…
Adverse Drug Reaction Signals from FAERS Open Data Recognition System using Gradient Boosting
Build a recognition system that classifies incoming items automatically and routes exceptions to humans. You will learn deployment basics, public dataset documentation and error analysis and failure cases.…
Clinical Entity Extraction on Public Discharge Summary Demos Monitoring System with Dashboard Visualisation
Build a monitoring system that gives decision-makers a data-backed recommendation at the right moment. You will learn train-test leakage control, error analysis and failure cases and benchmark comparison.…
Blue-Green Deployment Automation for Monolith Modernisation
Automate zero-downtime releases of a monolith while it is being modernised. You will learn deployment patterns, expand-contract migrations and release safety.…
Computer Vision-Based Pressure Ulcer Risk Scoring on Synthetic Nursing Data Screening Tool
Build a screening tool that predicts outcomes early enough for staff to act on them. You will learn error analysis and failure cases, deployment basics and train-test leakage control.…
Sepsis Early Warning on Public ICU Benchmark Data Monitoring System with Anomaly Flags
Build a monitoring system that learns patterns from historical data and flags cases that need attention. You will learn image preprocessing pipelines, train-test leakage control and benchmark comparison.…
Tuberculosis Screening from Public CXR Collections Estimation System using Edge AI and Edge Deployment
Build an estimation system that turns raw records into predictions with clear explanations. You will learn benchmark comparison, image preprocessing pipelines and error analysis and failure cases.…
Fracture Detection on Public Radiograph Sets (MURA) Estimation System using Edge AI and Confidence Scores
Build an estimation system that learns patterns from historical data and flags cases that need attention. You will learn clinical evaluation metrics, benchmark comparison and public dataset documentation.…
Drug-Drug Interaction Alerts from Open Databases (openFDA) Alert System using Natural Language Processing and Dashboard Visualisation
Build an alert system that detects abnormal patterns and raises alerts with supporting evidence. You will learn model calibration, annotation quality checks and deployment basics.…
Heatwave Health Risk Index from Public Aggregates Estimation System with Dashboard Visualisation
Build an estimation system that detects abnormal patterns and raises alerts with supporting evidence. You will learn model calibration, deployment basics and explainability methods.…