Engineering & Medical Student Projects
5000 projects · Page 8 of 209
Brain Tumour Classification from MRI Scans (Public Kaggle Dataset)
Classify brain MRI scans into tumour types using a public MRI dataset with patient-level split discipline. You will learn leakage-safe splitting and medical classification reporting.…
Alzheimer's Stage Classification from MRI (OASIS Public Dataset)
Build a dementia-stage classifier on the public OASIS MRI dataset with careful demographic confound checks. You will learn neuroimaging pipelines and confound analysis.…
Parkinson's Detection from Voice Recordings (UCI Public Dataset)
Classify Parkinson's status from voice measurements in the public UCI dataset with nested cross-validation. You will learn biomedical signal features and small-data validation discipline.…
Heart Disease Risk Prediction from Clinical Features (UCI Cleveland)
Build an interpretable heart-disease risk model on the public UCI Cleveland dataset with SHAP explanations. You will learn clinical feature modelling and model explanation.…
Diabetes Onset Prediction with Explainable Risk Factors (Public Data)
Train a diabetes risk model on public survey/clinical data with calibration curves and per-factor explanations. You will learn probability calibration and risk communication.…
Chronic Kidney Disease Prediction from Laboratory Features (UCI Data)
Build a CKD classifier on the public UCI dataset comparing imputation strategies and model families. You will learn messy clinical data handling and robust evaluation.…
Liver Disease Prediction from Blood Test Features (UCI ILPD)
Train a liver-disease classifier on the public ILPD dataset with cost-sensitive learning for missed cases. You will learn imbalanced classification and clinical cost framing.…
Sepsis Early-Warning Score from Vital-Sign Time Series (Synthetic Data)
Build an early-warning model on synthetic ICU vital-sign streams that flags sepsis risk hours ahead. You will learn temporal feature engineering and alarm-fatigue-aware thresholds.…
Automatic Number Plate Recognition for Parking and Toll Systems
Build a gate system that reads plates and logs entries. You will learn image preprocessing, OCR tuning and embedded deployment.…
Hospital Readmission Risk Prediction on Synthetic EHR (Synthea)
Predict 30-day readmission risk using Synthea-generated synthetic patient records with full feature documentation. You will learn synthetic EHR modelling and fairness checks.…
Length-of-Stay Prediction for Hospital Planning (Synthea Synthetic EHR)
Build a length-of-stay predictor for bed planning on synthetic EHR data with department-level error analysis. You will learn operational prediction and capacity analytics.…
Clinical Note De-Identification Pipeline with NER (Synthetic Notes)
Build a pipeline that detects and masks names, dates and identifiers in synthetic clinical notes. You will learn clinical NER, redaction strategies and privacy evaluation.…
ICD-10 Coding Assistant from Discharge Text (Synthetic Notes)
Build an assistant suggesting ICD-10 codes for synthetic discharge summaries with coder verification workflow. You will learn code ranking, hierarchical labels and human-in-the-loop design.…
Adverse Drug Reaction Mining from Open FDA Data (openFDA)
Mine openFDA adverse-event reports to surface drug-event associations with disproportionality measures. You will learn pharmacovigilance data quirks and signal-detection statistics.…
Drug Interaction Alert Engine from Open Interaction Databases
Build an alert engine that models drug interactions as a graph over open interaction data and explains alert severity. You will learn graph modelling of interactions and alert design.…
Symptom Triage Chatbot with Safety Guardrails (Rule + ML Hybrid)
Build a symptom triage assistant that combines ML ranking with hard safety rules and red-flag escalation. You will learn hybrid triage design and safety evaluation.…
Fall Detection from Wearable Accelerometer Data (UCI Public Dataset)
Train a fall-detection model on the public UCI activity dataset with window-based features and latency analysis. You will learn wearable signal processing and event detection metrics.…
Human Activity Recognition for Rehabilitation Monitoring (UCI HAR)
Build an activity recogniser on the public UCI HAR dataset tuned for rehab-relevant movements. You will learn sensor windowing and sequence classification.…
Sleep Stage Classification from Public Sleep-EDF Recordings
Classify sleep stages from the public Sleep-EDF polysomnography dataset with per-stage F1 analysis. You will learn EEG epoching, spectral features and sleep scoring conventions.…
Air Quality Monitoring Network with LoRa and Cloud Dashboard
Build long-range air quality nodes for a campus. You will learn LoRa link budgets, low-power design and time-series dashboards.…
Stress Detection from Wearable Signals (WESAD Public Dataset)
Build a stress classifier on the public WESAD dataset combining ECG, EDA and respiration features. You will learn multimodal physiological features and subject-independent validation.…
Calorie Estimation from Food Photos with Indian Dish Recognition
Train a model that recognises Indian dishes from photos and estimates calories with portion-size heuristics. You will learn food image datasets and estimation error analysis.…
Medicine Strip Recognition App: OCR of Drug Labels for the Visually Impaired
Build an app that reads medicine strip text aloud using OCR with confidence prompts for low-vision users. You will learn OCR pipelines and accessible interaction design.…
Prescription Digitisation with OCR and Human Verification Queue
Build a system that OCRs prescription images into structured drafts that a pharmacist verifies before confirmation. You will learn OCR post-correction and verification workflow design.…