Engineering & Medical Student Projects
5000 projects · Page 172 of 209
Chest X-Ray Triage on Public Datasets (ChestX-ray14) Assessment Platform with Confidence Scores
Build an assessment platform that gives decision-makers a data-backed recommendation at the right moment. You will learn model calibration, public dataset documentation and class imbalance handling.…
Ambulance Demand Forecasting for Cities Monitoring System with Mobile Inference
Build a monitoring system that automates a judgement task that today takes hours of manual effort. You will learn responsible AI safeguards, explainability methods and class imbalance handling.…
Reinforcement Learning-Based ECG Arrhythmia Classification on Public Databases (MIT-BIH) Decision Support System
Build a decision support system that classifies incoming items automatically and routes exceptions to humans. You will learn annotation quality checks, train-test leakage control and explainability methods.…
Cervical Cytology Classification on Public Pap Datasets Screening Tool with Voice Interface
Build a screening tool that predicts outcomes early enough for staff to act on them. You will learn class imbalance handling, error analysis and failure cases and image preprocessing pipelines.…
Gradient Boosting-Based Cough Sound Screening on Public Audio Collections Classification System
Build a classification system that predicts outcomes early enough for staff to act on them. You will learn benchmark comparison, error analysis and failure cases and deployment basics.…
Heatwave Health Risk Index from Public Aggregates Scoring System using Random Forests and Drift Monitoring
Build a scoring system that classifies incoming items automatically and routes exceptions to humans. You will learn public dataset documentation, clinical evaluation metrics and model calibration.…
EEG Seizure Detection on Public Datasets Screening Tool with Batch Scoring
Build a screening tool that turns raw records into predictions with clear explanations. You will learn class imbalance handling, public dataset documentation and annotation quality checks.…
AI-Powered Readmission Risk on Public Benchmark Datasets Chat Assistant
Build a chat assistant that detects abnormal patterns and raises alerts with supporting evidence. You will learn public dataset documentation, image preprocessing pipelines and explainability methods.…
Fall Risk Scoring for Elderly on Synthetic Ward Data Prioritisation Engine using Deep Learning
Build a prioritisation engine that automates a judgement task that today takes hours of manual effort. You will learn benchmark comparison, train-test leakage control and deployment basics.…
No-Show Prediction for Outpatient Appointments Scoring System using Gradient Boosting and Mobile Inference
Build a scoring system that classifies incoming items automatically and routes exceptions to humans. You will learn public dataset documentation, model calibration and class imbalance handling.…
Serverless Event Platform on GCP: Pub/Sub, Cloud Run and BigQuery
Build an event platform that scales to zero and bills per use. You will learn serverless architecture, event ordering and cost design.…
Heatwave Health Risk Index from Public Aggregates Grading System with Risk Stratification
Build a grading system that classifies incoming items automatically and routes exceptions to humans. You will learn clinical evaluation metrics, error analysis and failure cases and annotation quality checks.…
Transformer Models-Based Cough Sound Screening on Public Audio Collections Prediction System
Build a prediction system that predicts outcomes early enough for staff to act on them. You will learn benchmark comparison, train-test leakage control and responsible AI safeguards.…
Claims Fraud Pattern Detection on Synthetic Insurance Data Alert System with Anomaly Flags
Build an alert system that predicts outcomes early enough for staff to act on them. You will learn public dataset documentation, clinical evaluation metrics and benchmark comparison.…
Histopathology Patch Classification on Public Slide Images Monitoring System with Explainable Outputs
Build a monitoring system that automates a judgement task that today takes hours of manual effort. You will learn public dataset documentation, clinical evaluation metrics and responsible AI safeguards.…
AI-Powered Waterborne Disease Risk from Public Health Aggregates Grading System
Build a grading system that detects abnormal patterns and raises alerts with supporting evidence. You will learn benchmark comparison, public dataset documentation and explainability methods.…
Pressure Ulcer Risk Scoring on Synthetic Nursing Data Assessment Platform with Anomaly Flags
Build an assessment platform that scores and ranks cases so experts review the riskiest ones first. You will learn responsible AI safeguards, public dataset documentation and train-test leakage control.…
Medical Coding Assistance on Synthetic Case Sheets Estimation System using Ensemble Learning and Report Generation
Build an estimation system that automates a judgement task that today takes hours of manual effort. You will learn annotation quality checks, error analysis and failure cases and benchmark comparison.…
EEG Seizure Detection on Public Datasets Monitoring System using Random Forests and Real-Time Alerts
Build a monitoring system that turns raw records into predictions with clear explanations. You will learn clinical evaluation metrics, image preprocessing pipelines and train-test leakage control.…
Alzheimer Stage Classification from Public MRI Data (OASIS) Prediction Platform using Edge AI
Build a prediction platform that gives decision-makers a data-backed recommendation at the right moment. You will learn deployment basics, explainability methods and annotation quality checks.…
Heart Sound Classification on Public Phonocardiogram Sets Forecasting System using Computer Vision
Build a forecasting system that predicts outcomes early enough for staff to act on them. You will learn train-test leakage control, image preprocessing pipelines and annotation quality checks.…
Policy-as-Code Governance with OPA and Terraform Compliance Checks
Enforce cloud rules - encryption, tagging, public exposure - as code in the pipeline. You will learn policy engineering, compliance automation and exception handling.…
Skin Lesion Triage from Public Dermoscopy Images (HAM10000) Classification System with Explainable Outputs
Build a classification system that learns patterns from historical data and flags cases that need attention. You will learn train-test leakage control, benchmark comparison and image preprocessing pipelines.…
ECG Arrhythmia Classification on Public Databases (MIT-BIH) Prediction System with Real-Time Alerts
Build a prediction system that predicts outcomes early enough for staff to act on them. You will learn benchmark comparison, annotation quality checks and image preprocessing pipelines.…