Engineering & Medical Student Projects
5000 projects · Page 173 of 209
Malaria Parasite Detection in Public Blood Smear Images Chat Assistant using Machine Learning
Build a chat assistant that scores and ranks cases so experts review the riskiest ones first. You will learn deployment basics, class imbalance handling and image preprocessing pipelines.…
Heart Sound Classification on Public Phonocardiogram Sets Recognition System with Confidence Scores
Build a recognition system that predicts outcomes early enough for staff to act on them. You will learn public dataset documentation, clinical evaluation metrics and responsible AI safeguards.…
Retinal Vessel Segmentation on Public Fundus Sets (DRIVE) Estimation System using Deep Learning and Drift Monitoring
Build an estimation system that learns patterns from historical data and flags cases that need attention. You will learn responsible AI safeguards, clinical evaluation metrics and annotation quality checks.…
Pressure Ulcer Risk Scoring on Synthetic Nursing Data Prediction System using Machine Learning and Multilingual Support
Build a prediction system that classifies incoming items automatically and routes exceptions to humans. You will learn image preprocessing pipelines, responsible AI safeguards and explainability methods.…
AI-Powered Ambulance Demand Forecasting for Cities Classification System
Build a classification system that turns raw records into predictions with clear explanations. You will learn benchmark comparison, clinical evaluation metrics and class imbalance handling.…
Medication Error Pattern Mining on Synthetic Incident Reports Estimation System with Multilingual Support
Build an estimation system that automates a judgement task that today takes hours of manual effort. You will learn image preprocessing pipelines, responsible AI safeguards and public dataset documentation.…
Machine Learning-Based OPD Wait-Time Prediction for Clinics Monitoring System
Build a monitoring system that classifies incoming items automatically and routes exceptions to humans. You will learn deployment basics, benchmark comparison and error analysis and failure cases.…
Support Vector Machines-Based Adverse Drug Reaction Signals from FAERS Open Data Prioritisation Engine
Build a prioritisation engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn model calibration, responsible AI safeguards and benchmark comparison.…
Chaos Engineering Suite for Microservices Resilience Testing
Build a chaos suite that injects latency, failure and load with safety aborts. You will learn resilience hypotheses, blast-radius control and experiment reporting.…
Brain MRI Tumour Segmentation on Public Dataset Samples (BraTS) Prioritisation Engine using Support Vector Machines
Build a prioritisation engine that predicts outcomes early enough for staff to act on them. You will learn error analysis and failure cases, responsible AI safeguards and clinical evaluation metrics.…
Medication Error Pattern Mining on Synthetic Incident Reports Assessment Platform using Deep Learning
Build an assessment platform that classifies incoming items automatically and routes exceptions to humans. You will learn model calibration, explainability methods and train-test leakage control.…
No-Show Prediction for Outpatient Appointments Prediction System with Risk Stratification
Build a prediction system that scores and ranks cases so experts review the riskiest ones first. You will learn annotation quality checks, public dataset documentation and deployment basics.…
Fracture Detection on Public Radiograph Sets (MURA) Estimation System using Transfer Learning and Batch Scoring
Build an estimation system that detects abnormal patterns and raises alerts with supporting evidence. You will learn responsible AI safeguards, class imbalance handling and model calibration.…
Waterborne Disease Risk from Public Health Aggregates Decision Support System using Support Vector Machines
Build a decision support system that automates a judgement task that today takes hours of manual effort. You will learn public dataset documentation, responsible AI safeguards and train-test leakage control.…
AI-Powered Sepsis Early Warning on Public ICU Benchmark Data Decision Support System
Build a decision support system that gives decision-makers a data-backed recommendation at the right moment. You will learn train-test leakage control, deployment basics and explainability methods.…
Retinal Vessel Segmentation on Public Fundus Sets (DRIVE) Prioritisation Engine using Random Forests and Anomaly Flags
Build a prioritisation engine that predicts outcomes early enough for staff to act on them. You will learn annotation quality checks, clinical evaluation metrics and public dataset documentation.…
Pressure Ulcer Risk Scoring on Synthetic Nursing Data Detection System with Human-in-the-Loop Review
Build a detection system that predicts outcomes early enough for staff to act on them. You will learn responsible AI safeguards, clinical evaluation metrics and image preprocessing pipelines.…
Alzheimer Stage Classification from Public MRI Data (OASIS) Estimation System using Gradient Boosting and Anomaly Flags
Build an estimation system that predicts outcomes early enough for staff to act on them. You will learn error analysis and failure cases, annotation quality checks and class imbalance handling.…
Fracture Detection on Public Radiograph Sets (MURA) Recommendation Engine with Drift Monitoring
Build a recommendation engine that automates a judgement task that today takes hours of manual effort. You will learn responsible AI safeguards, image preprocessing pipelines and model calibration.…
FinOps Dashboard for Multi-Account AWS Cost Optimisation
Build a dashboard that finds idle resources, rightsizing wins and commitment gaps. You will learn cloud economics, tagging governance and optimisation workflows.…
Natural Language Processing-Based No-Show Prediction for Outpatient Appointments Estimation System
Build an estimation system that automates a judgement task that today takes hours of manual effort. You will learn class imbalance handling, deployment basics and image preprocessing pipelines.…
OPD Wait-Time Prediction for Clinics Recommendation Engine with Batch Scoring
Build a recommendation engine that detects abnormal patterns and raises alerts with supporting evidence. You will learn responsible AI safeguards, annotation quality checks and explainability methods.…
Heart Sound Classification on Public Phonocardiogram Sets Monitoring System using Machine Learning and Risk Stratification
Build a monitoring system that gives decision-makers a data-backed recommendation at the right moment. You will learn responsible AI safeguards, annotation quality checks and explainability methods.…
Medication Error Pattern Mining on Synthetic Incident Reports Screening Tool using Random Forests
Build a screening tool that gives decision-makers a data-backed recommendation at the right moment. You will learn model calibration, error analysis and failure cases and clinical evaluation metrics.…