Engineering & Medical Student Projects
5000 projects · Page 9 of 209
MCQ Generation for Medical Entrance Preparation from Textbook Chapters
Build a generator that creates NEET-style MCQs from chapter text with difficulty tags and answer keys. You will learn item generation, distractor design and quality filtering.…
Virtual Anatomy Lab: Interactive 3D Organ Explorer for Medical Students
Build a 3D anatomy explorer with labelled organs, system-wise tours and self-test quizzes for first-year students. You will learn 3D educational content design and interaction patterns.…
Surgical Instrument Counting with Computer Vision (Simulated Images)
Train a model that counts surgical instruments in simulated tray images to support safety-check workflows. You will learn detection datasets, counting validation and workflow integration.…
Self-Supervised Pretraining for Medical Image Representations
Pretrain encoders with self-supervised objectives on public medical images and benchmark linear-probe transfer across tasks. You will learn SSL methods, representation evaluation and research experiment design.…
Multi-Modal Fusion of Imaging and Clinical Text for Diagnosis Support
Fuse radiology images with clinical text from public datasets to improve diagnosis-support accuracy over single-modality baselines. You will learn fusion architectures and ablation methodology.…
Domain Shift Robustness in Medical Imaging Across Public Benchmarks
Study how imaging models degrade across public datasets from different sources and evaluate robustness interventions. You will learn shift measurement, DG algorithms and benchmark discipline.…
Gesture-Controlled Wheelchair Using Accelerometer and Voice Backup
Build a wheelchair controller driven by hand tilt with voice fallback. You will learn motion sensing, motor control and assistive design.…
Uncertainty Quantification for Clinical Prediction Models with Conformal Methods
Apply conformal prediction and calibration analysis to clinical risk models on public data with coverage guarantees. You will learn distribution-free UQ and clinical decision thresholds.…
Causal Inference for Treatment Effect Estimation on Synthetic Clinical Data
Estimate treatment effects on synthetic clinical cohorts where ground truth is known, comparing matching, weighting and meta-learners. You will learn causal assumptions, estimands and sensitivity analysis.…
Deep Survival Models on Public Cancer Registry Data
Fit deep survival models on public cancer registry extracts and compare against Cox baselines with concordance and calibration. You will learn censoring, competing risks and survival evaluation.…
Reinforcement Learning for Sepsis Treatment Policies in a Simulator
Learn sepsis treatment policies with offline RL inside a physiological simulator and evaluate with off-policy estimation. You will learn offline RL pitfalls and safe policy evaluation.…
Digital Twin Simulation of Glucose-Insulin Dynamics in Type 1 Diabetes
Build a patient digital twin using an established glucose-insulin simulator to test meal and dosing scenarios. You will learn physiological modelling and in-silico trial design.…
Graph Neural Networks for Protein Function Prediction
Predict protein functions with GNNs over public interaction and structure graphs with ontology-aware evaluation. You will learn biological graphs and hierarchical label evaluation.…
Single-Cell RNA Sequencing Analysis Pipeline with Public Atlases
Build an end-to-end scRNA-seq pipeline from counts to annotated clusters using public atlas datasets. You will learn QC, batch correction, clustering and marker annotation.…
Genome Variant Annotation Pipeline with Public Reference Databases
Build a pipeline annotating variants against public reference databases with ACMG-style evidence summaries. You will learn VCF processing and annotation provenance.…
Antimicrobial Resistance Prediction from Genomic Features
Predict resistance phenotypes from genomic features on public bacterial datasets with species-wise validation. You will learn genomic features and generalisation testing.…
Epidemic Forecasting with Mechanistic-ML Hybrid Models
Combine SEIR dynamics with ML residual correction to forecast epidemic curves from public surveillance data. You will learn hybrid modelling and forecast scoring.…
Smart Energy Meter with Tamper Detection and App Billing
Build a meter that reports consumption and flags tampering. You will learn energy measurement ICs, calibration and utility billing logic.…
Spatio-Temporal Modelling of Disease Spread Using Public Health Data
Model district-level disease spread with spatial correlation structures on public health data. You will learn BYM-style models, mapping uncertainty and hotspot inference.…
Synthetic EHR Generation with Privacy Attack Audits
Generate synthetic EHR tables and audit them with membership-inference and attribute-disclosure tests. You will learn generative evaluation and privacy auditing.…
Fairness Auditing of Clinical Risk Models Across Demographic Groups
Audit a clinical risk model for subgroup performance gaps and test mitigation strategies with documented trade-offs. You will learn fairness metrics and audit reporting.…
Robust Speech Recognition for Clinical Dictation in Noisy Wards
Adapt a speech model for clinical dictation using public speech data with ward-noise augmentation and term-level error analysis. You will learn domain adaptation and medical vocabulary evaluation.…
LLM Clinical Summarisation with Factuality Evaluation (Synthetic Notes)
Generate discharge-style summaries from synthetic notes and evaluate factuality with entailment and clinician-rubric scoring. You will learn summarisation evaluation and hallucination taxonomy.…
Knowledge-Enhanced Retrieval over Open Drug Labels for Pharmacist Support
Build retrieval over open drug-label documents that answers pharmacist queries with cited label sections. You will learn grounded retrieval and citation evaluation.…