AI/ML Projects
1164 projects · Page 4 of 49
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.…
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.…
ICU Vital-Sign Forecasting with Time-Series Models (Public Challenge Data)
Forecast ICU vital trajectories on public challenge waveform data with horizon-wise error analysis. You will learn clinical time-series modelling and leakage control.…
Learning-Based Medical Image Registration Across Modalities
Register CT-MRI pairs from public datasets with learning-based deformation models and landmark error evaluation. You will learn registration metrics and deformation regularisation.…
Weakly Supervised Pathology Slide Classification (Public TCGA Data)
Classify pathology slides from public TCGA data using slide-level labels with MIL attention maps. You will learn gigapixel workflows and weak supervision.…
Automated Quality Assessment of Retinal Images for Screening Programmes
Score fundus image gradability on public datasets to triage ungradable images in screening pipelines. You will learn quality-model design and programme-level impact analysis.…
Bone Age Estimation from Hand X-Rays (RSNA Public Dataset)
Estimate bone age from the public RSNA hand X-ray dataset with month-level MAE and sex-wise error analysis. You will learn medical regression and benchmark comparison.…
Fracture Detection in X-Rays with Human-in-the-Loop Review (MURA)
Detect fractures on the public MURA dataset and route low-confidence cases to a simulated reviewer queue. You will learn selective prediction and review-workload analysis.…
3D Anatomy Reconstruction from CT Slices for Surgical-Planning Education
Reconstruct 3D anatomical models from public CT slices for education, with measurement and annotation tools. You will learn segmentation-to-mesh pipelines and visualisation.…
Biomechanical Simulation of Orthopaedic Implants with FEA
Simulate stress distribution in orthopaedic implant designs under physiological loads with mesh-convergence studies. You will learn FEA validation and implant design parameters.…
Prosthetic Hand Control with EMG Signals (Ninapro Public Data)
Classify hand gestures from the public Ninapro EMG dataset for prosthetic control with real-time latency budgets. You will learn biosignal features and embedded constraints.…
Brain-Computer Interface Speller with Public EEG Data
Build a P300 speller pipeline on public EEG datasets with session-wise calibration analysis. You will learn ERP paradigms and BCI evaluation.…
Closed-Loop Insulin Delivery Algorithm Testing in a Public Simulator
Test dosing control algorithms in a public diabetes simulator across virtual patient cohorts and meal scenarios. You will learn control evaluation and safety constraint design.…
Thyroid Disease Classification from Laboratory Features (UCI Public Data)
Classify thyroid conditions from the public UCI laboratory dataset comparing feature-selection strategies. You will learn high-dimensional clinical features and classifier benchmarking.…
Hepatitis Outcome Prediction with Interpretable Models (UCI Public Data)
Build interpretable outcome models on the public UCI hepatitis dataset with rule extraction for clinician review. You will learn interpretable ML and small-cohort caution.…
Breast Cancer Recurrence Prediction (UCI Public Data)
Predict recurrence risk on the public UCI breast cancer dataset with time-aware validation. You will learn recurrence modelling and temporal leakage checks.…