Engineering & Medical Student Projects
5000 projects · Page 205 of 209
Knowledge-Grounded Dialogue Systems with Long-Term Memory
Build assistants that remember users across sessions and stay grounded in facts. You will learn memory design, dialogue evaluation and grounding methods.…
Diffusion Models for Medical Image Synthesis and Augmentation
Synthesise medical images and test when they improve diagnostic models. You will learn generative modelling, clinical validation and data governance.…
Transformer-Based Protein Structure Property Prediction
Predict protein properties from structure-aware transformer representations. You will learn computational biology, representation learning and benchmark practice.…
Self-Supervised Speech Representations for Low-Resource Languages
Pretrain speech representations where labelled data barely exists. You will learn speech SSL, low-resource methods and downstream evaluation.…
Causal Machine Learning for Treatment Effect Estimation
Estimate who actually benefits from a treatment using modern causal ML. You will learn causal identification, effect heterogeneity and policy learning.…
Bayesian Optimisation for Hyperparameter and Architecture Search
Tune models and architectures with sample-efficient Bayesian search. You will learn optimisation theory, surrogate models and AutoML practice.…
Edge Deployment of LLMs: Quantisation and Speculative Decoding Study
Run capable LLMs on edge hardware and characterise the speed-quality frontier. You will learn inference optimisation, decoding algorithms and edge systems.…
Multimodal Fake News Detection with Cross-Modal Consistency
Detect misinformation by checking whether images and text actually agree. You will learn multimodal learning, misinformation research and evaluation design.…
Spatiotemporal Forecasting of Urban Air Quality with Graph Networks
Forecast pollution across a city by modelling sensors as an interacting graph. You will learn spatiotemporal learning, environmental data and public-health applications.…
Few-Shot Segmentation for Satellite Imagery
Segment new land-cover classes from a handful of labelled satellite examples. You will learn few-shot methods, remote sensing and annotation economics.…
Human Activity Recognition from Wearable Sensors with Transformers
Recognise activities from wrist and phone sensors with attention models. You will learn wearable ML, time-series transformers and deployment constraints.…
Neural Radiance Fields for 3D Reconstruction of Heritage Sites
Reconstruct heritage structures in 3D from tourist-style photo collections. You will learn neural rendering, 3D vision and cultural heritage technology.…
Anomaly Detection in Industrial Time Series with Contrastive Learning
Detect equipment anomalies by learning what normal looks like across sensors. You will learn self-supervised anomaly detection, industrial data and evaluation.…
Explainable Credit Default Prediction with Monotonic Models
Build default models whose behaviour regulators and customers can understand. You will learn interpretable ML, credit risk and model governance.…
Machine Unlearning for Privacy Compliance in Recommender Systems
Remove a user's influence from a trained recommender and verify the removal. You will learn machine unlearning, privacy compliance and verification methods.…
Audio Deepfake Detection with Self-Supervised Embeddings
Detect synthetic speech using representations learned without spoof labels. You will learn audio forensics, self-supervised features and detection evaluation.…
Vision-Based Crop Phenotyping with Instance Segmentation
Measure plant traits automatically to accelerate crop breeding research. You will learn plant phenotyping, segmentation and agricultural research methods.…
Learning-Based Image Compression for Telemedicine
Compress medical images with learned codecs while protecting diagnostic quality. You will learn neural compression, rate-distortion and clinical validation.…
Robust Natural Language Understanding for Noisy User Queries
Make intent systems survive typos, code-mixing and speech recognition errors. You will learn robust NLP, augmentation and production NLU evaluation.…
Optimisation of EV Charging Demand with Reinforcement Learning
Schedule EV charging to cut cost and grid stress with learned policies. You will learn RL for energy systems, simulator design and tariff modelling.…
Transformer Architectures for Multivariate Time-Series Forecasting
Compare transformer designs for forecasting across energy, traffic and finance data. You will learn forecasting architectures, benchmark methodology and ablation practice.…
Privacy-Preserving Face Analytics with Edge Processing
Compute face analytics entirely on-device and audit what leaves the edge. You will learn privacy engineering, edge systems and biometric ethics.…
Generative Design of Molecules for Drug Discovery Screening
Generate candidate molecules and screen them in silico for drug-like properties. You will learn cheminformatics ML, generative design and screening validation.…
Cross-Domain Recommendation with Contrastive Learning
Use behaviour in one domain to recommend better in another, privacy permitting. You will learn cross-domain methods, contrastive learning and recommender evaluation.…