MTech — 144 projects
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Federated Learning for Privacy-Preserving Medical Image Classification
Train models across simulated hospitals without sharing patient data. You will learn federated averaging, privacy trade-offs and rigorous experiment design.…
Explainable AI for Credit Scoring: SHAP-Based Model Audits
Build a credit model and audit it for bias and explainability. You will learn XAI methods, fairness evaluation and research-grade reporting.…
Transformer-Based Named Entity Recognition for Indian Languages
Fine-tune multilingual transformers for low-resource NER. You will learn dataset building, token classification and error analysis.…
Graph Neural Networks for Fraud Detection in Transaction Networks
Model transactions as graphs and detect fraud rings. You will learn GNN architectures and large-graph training practice.…
Efficient LLM Fine-Tuning with LoRA/QLoRA for Domain Chatbots
Fine-tune an open LLM for a domain with limited GPU budget. You will learn parameter-efficient tuning, quantisation and benchmark evaluation.…
Speech Recognition Adaptation for Code-Mixed Hindi-English Speech
Adapt ASR models for Hinglish conversational data. You will learn dataset curation, fine-tuning and error taxonomy for research.…
Adversarial Robustness Study of Image Classifiers
Attack and defend classifiers, measuring robustness properly. You will learn adversarial ML methodology and certified-defence concepts.…
Continual Learning Without Catastrophic Forgetting: Benchmark Study
Compare continual-learning strategies on split benchmarks. You will learn rigorous ML research protocol and forgetting metrics.…
Uncertainty Quantification for Deep Learning in Safety-Critical Vision
Study when vision models know they are unsure. You will learn calibration, ensembles and conformal prediction basics.…
Multi-Modal Fusion for Driver Monitoring: Vision + Vehicle Signals
Fuse camera and vehicle data for robust drowsiness detection. You will learn multi-modal learning and ablation study design.…
Domain Adaptation for Satellite Imagery — Framework and Benchmark Study
Study the problem, build the proposed method and evaluate it rigorously with drift Monitoring. You will learn error analysis, technical paper writing and reproducible experiment design.…
A Framework for Retrieval-Augmented Support Automation with Multilingual Support
Study the problem, build the proposed method and evaluate it rigorously with multilingual Support. You will learn experimental design, ablation studies and error analysis.…
Speech Enhancement in Noisy Factory Audio — Comparative Evaluation
Study the problem, build the proposed method and evaluate it rigorously with drift Monitoring. You will learn benchmark design, statistical significance testing and baseline comparison.…
Contrastive Learning for Product Search: Methods, Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with anomaly Flags. You will learn research methodology, experimental design and ablation studies.…
Active Learning for Annotation Budgets — Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with explainable Outputs. You will learn ablation studies, statistical significance testing and experimental design.…
Handwriting Recognition for Historical Kannada Documents — Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with batch Scoring. You will learn benchmark design, literature review methods and statistical significance testing.…
Bias Auditing of Screening Models — Framework and Benchmark Study
Study the problem, build the proposed method and evaluate it rigorously with anomaly Flags. You will learn reproducible experiment design, experimental design and error analysis.…
Graph-Based Fraud Ring: Methods, Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with dashboard Visualisation. You will learn benchmark design, ablation studies and statistical significance testing.…
Retrieval-Augmented Support Automation — Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn statistical significance testing, research methodology and reproducible experiment design.…
Uncertainty-Aware Medical Image Triage (Public Datasets) with Edge Deployment
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn literature review methods, research methodology and technical paper writing.…
A Framework for Handwriting Recognition for Historical Kannada Documents with Dashboard Visualisation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn statistical significance testing, ablation studies and reproducible experiment design.…
Sequence Models for Predictive Maintenance: Methods, Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn baseline comparison, experimental design and statistical significance testing.…
A Framework for Diffusion Models for Data Augmentation in Defect Imaging with Risk Stratification
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn reproducible experiment design, literature review methods and ablation studies.…
Adversarial Robustness of Vision Models — Comparative Evaluation
Study the problem, build the proposed method and evaluate it rigorously with confidence Scores. You will learn ablation studies, experimental design and error analysis.…
Domain Adaptation for Satellite Imagery — Comparative Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn error analysis, experimental design and benchmark design.…
A Framework for Graph-Based Fraud Ring with Human-in-the-Loop Review
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn technical paper writing, ablation studies and baseline comparison.…
Continual Learning for Chat Assistants — Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn baseline comparison, technical paper writing and research methodology.…
A Framework for Handwriting Recognition for Historical Kannada Documents with Real-Time Alerts
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn technical paper writing, ablation studies and error analysis.…
Vision Transformer for Industrial Inspection: Methods, Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with report Generation. You will learn research methodology, error analysis and technical paper writing.…
A Framework for Graph-Based Fraud Ring with Drift Monitoring
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, benchmark design and experimental design.…
A Framework for Active Learning for Annotation Budgets with Drift Monitoring
Study the problem, build the proposed method and evaluate it rigorously with drift Monitoring. You will learn experimental design, literature review methods and ablation studies.…
Diffusion Models for Data Augmentation in Defect Imaging — Comparative Evaluation
Study the problem, build the proposed method and evaluate it rigorously with risk Stratification. You will learn ablation studies, error analysis and benchmark design.…
Low-Resource Language Machine Translation — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn statistical significance testing, benchmark design and experimental design.…
Few-Shot Classification for Rare Defects — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn technical paper writing, experimental design and reproducible experiment design.…
Federated Learning for Hospital Networks with Mobile Inference
Study the problem, build the proposed method and evaluate it rigorously with mobile Inference. You will learn literature review methods, statistical significance testing and error analysis.…
Retrieval-Augmented Support Automation with Risk Stratification
Study the problem, build the proposed method and evaluate it rigorously with risk Stratification. You will learn baseline comparison, statistical significance testing and literature review methods.…
A Framework for Vision Transformer for Industrial Inspection with Mobile Inference
Study the problem, build the proposed method and evaluate it rigorously with mobile Inference. You will learn experimental design, statistical significance testing and baseline comparison.…
A Framework for Speech Enhancement in Noisy Factory Audio with Model Retraining Pipeline
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn experimental design, benchmark design and reproducible experiment design.…
A Framework for Sign Language Translation with Pose Models with Drift Monitoring
Study the problem, build the proposed method and evaluate it rigorously with drift Monitoring. You will learn ablation studies, reproducible experiment design and experimental design.…
A Framework for Sequence Models for Predictive Maintenance with Drift Monitoring
Study the problem, build the proposed method and evaluate it rigorously with drift Monitoring. You will learn reproducible experiment design, literature review methods and research methodology.…
Graph-Based Fraud Ring with Explainable Outputs
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn ablation studies, reproducible experiment design and literature review methods.…
Early Sepsis Risk from Public ICU Datasets with Model Retraining Pipeline
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn technical paper writing, research methodology and ablation studies.…
A Framework for Knowledge Distillation for On-Device NLP with Dashboard Visualisation
Study the problem, build the proposed method and evaluate it rigorously with dashboard Visualisation. You will learn reproducible experiment design, literature review methods and statistical significance testing.…
A Framework for Speaker Diarisation for Meeting Archives with Explainable Outputs
Study the problem, build the proposed method and evaluate it rigorously with explainable Outputs. You will learn experimental design, statistical significance testing and research methodology.…
A Framework for Contrastive Learning for Product Search with Report Generation
Study the problem, build the proposed method and evaluate it rigorously with report Generation. You will learn reproducible experiment design, literature review methods and baseline comparison.…
Bias Auditing of Screening Models — Comparative Evaluation
Study the problem, build the proposed method and evaluate it rigorously with human-in-the-loop Review. You will learn error analysis, baseline comparison and experimental design.…
Speaker Diarisation for Meeting Archives: Methods, Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn technical paper writing, research methodology and statistical significance testing.…
Active Learning for Annotation Budgets with Anomaly Flags
Study the problem, build the proposed method and evaluate it rigorously with anomaly Flags. You will learn technical paper writing, reproducible experiment design and ablation studies.…
Protein Function Prediction from Sequences (Public Data) — Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, literature review methods and statistical significance testing.…
Neural Architecture Search for Edge Devices — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn benchmark design, literature review methods and research methodology.…
Early Sepsis Risk from Public ICU Datasets — Framework and Benchmark Study
Study the problem, build the proposed method and evaluate it rigorously with confidence Scores. You will learn baseline comparison, research methodology and ablation studies.…
Federated Learning for Hospital Networks with Drift Monitoring
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn error analysis, research methodology and technical paper writing.…
Neural Architecture Search for Edge Devices: Methods, Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn literature review methods, statistical significance testing and experimental design.…
Retrieval-Augmented Support Automation with Edge Deployment
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn experimental design, statistical significance testing and error analysis.…
Self-Supervised Anomaly Detection in Sensor Streams — Comparative Evaluation
Study the problem, build the proposed method and evaluate it rigorously with real-time Alerts. You will learn experimental design, baseline comparison and technical paper writing.…
Materials Property Prediction from Open Databases — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, technical paper writing and benchmark design.…
Multilingual Code-Mixed Speech with Multilingual Support
Study the problem, build the proposed method and evaluate it rigorously with multilingual Support. You will learn statistical significance testing, benchmark design and literature review methods.…
Multilingual Code-Mixed Speech: Methods, Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with dashboard Visualisation. You will learn baseline comparison, statistical significance testing and ablation studies.…
Low-Resource Language Machine Translation: Methods, Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn benchmark design, error analysis and experimental design.…
A Framework for Continual Learning for Chat Assistants with Human-in-the-Loop Review
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, experimental design and ablation studies.…
Federated Learning for Hospital Networks — Comparative Evaluation
Study the problem, build the proposed method and evaluate it rigorously with drift Monitoring. You will learn error analysis, literature review methods and reproducible experiment design.…
Knowledge Distillation for On-Device NLP — Comparative Evaluation
Study the problem, build the proposed method and evaluate it rigorously with real-time Alerts. You will learn baseline comparison, literature review methods and ablation studies.…
A Framework for Protein Function Prediction from Sequences (Public Data) with Anomaly Flags
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, error analysis and technical paper writing.…
Multi-Task Learning for Crop Health — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn reproducible experiment design, experimental design and baseline comparison.…
A Framework for Multilingual Code-Mixed Speech with Report Generation
Study the problem, build the proposed method and evaluate it rigorously with report Generation. You will learn technical paper writing, benchmark design and research methodology.…
A Framework for Active Learning for Annotation Budgets with Human-in-the-Loop Review
Study the problem, build the proposed method and evaluate it rigorously with human-in-the-loop Review. You will learn technical paper writing, error analysis and statistical significance testing.…
Explainable Credit Decisioning — Comparative Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn error analysis, benchmark design and research methodology.…
Sign Language Translation with Pose Models with Mobile Inference
Study the problem, build the proposed method and evaluate it rigorously with mobile Inference. You will learn baseline comparison, benchmark design and reproducible experiment design.…
Retrieval-Augmented Support Automation with Voice Interface
Study the problem, build the proposed method and evaluate it rigorously with voice Interface. You will learn literature review methods, research methodology and experimental design.…
Federated Learning for Hospital Networks with Multilingual Support
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, ablation studies and reproducible experiment design.…
Materials Property Prediction from Open Databases: Methods, Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn ablation studies, literature review methods and technical paper writing.…
Adversarial Robustness of Vision Models with Batch Scoring
Study the problem, build the proposed method and evaluate it rigorously with batch Scoring. You will learn error analysis, baseline comparison and statistical significance testing.…
Contrastive Learning for Product Search with Real-Time Alerts
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn literature review methods, ablation studies and benchmark design.…
Early Sepsis Risk from Public ICU Datasets: Methods, Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn baseline comparison, research methodology and experimental design.…
A Framework for Continual Learning for Chat Assistants with Voice Interface
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, reproducible experiment design and literature review methods.…
Few-Shot Classification for Rare Defects with Model Retraining Pipeline
Study the problem, build the proposed method and evaluate it rigorously with model Retraining Pipeline. You will learn reproducible experiment design, statistical significance testing and research methodology.…
Continual Learning for Chat Assistants with Model Retraining Pipeline
Study the problem, build the proposed method and evaluate it rigorously with model Retraining Pipeline. You will learn error analysis, ablation studies and literature review methods.…
A Framework for Speech Enhancement in Noisy Factory Audio with Multilingual Support
Study the problem, build the proposed method and evaluate it rigorously with multilingual Support. You will learn baseline comparison, reproducible experiment design and research methodology.…
Graph-Based Fraud Ring with Edge Deployment
Study the problem, build the proposed method and evaluate it rigorously with edge Deployment. You will learn reproducible experiment design, ablation studies and statistical significance testing.…
Explainable Credit Decisioning — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn ablation studies, error analysis and technical paper writing.…
A Framework for Speech Enhancement in Noisy Factory Audio with Human-in-the-Loop Review
Study the problem, build the proposed method and evaluate it rigorously with human-in-the-loop Review. You will learn baseline comparison, reproducible experiment design and ablation studies.…
A Framework for Federated Learning for Hospital Networks with Batch Scoring
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn technical paper writing, research methodology and experimental design.…
Multi-Task Learning for Crop Health: Methods, Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with human-in-the-loop Review. You will learn technical paper writing, statistical significance testing and error analysis.…
Materials Property Prediction from Open Databases with Human-in-the-Loop Review
Study the problem, build the proposed method and evaluate it rigorously with human-in-the-loop Review. You will learn literature review methods, technical paper writing and reproducible experiment design.…
Domain Adaptation for Satellite Imagery with Anomaly Flags
Study the problem, build the proposed method and evaluate it rigorously with anomaly Flags. You will learn literature review methods, ablation studies and technical paper writing.…
Sequence Models for Predictive Maintenance with Mobile Inference
Study the problem, build the proposed method and evaluate it rigorously with mobile Inference. You will learn experimental design, research methodology and error analysis.…
A Framework for Self-Supervised Anomaly Detection in Sensor Streams with Confidence Scores
Study the problem, build the proposed method and evaluate it rigorously with confidence Scores. You will learn benchmark design, statistical significance testing and technical paper writing.…
Temporal Fusion for Energy Forecasting — Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, benchmark design and technical paper writing.…
A Framework for Continual Learning for Chat Assistants with Real-Time Alerts
Study the problem, build the proposed method and evaluate it rigorously with real-time Alerts. You will learn experimental design, literature review methods and research methodology.…
Continual Learning for Chat Assistants with Anomaly Flags
Study the problem, build the proposed method and evaluate it rigorously with anomaly Flags. You will learn experimental design, technical paper writing and research methodology.…
Active Learning for Annotation Budgets with Voice Interface
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn technical paper writing, experimental design and baseline comparison.…
Continual Learning for Chat Assistants with Edge Deployment
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, experimental design and statistical significance testing.…
Contrastive Learning for Product Search with Model Retraining Pipeline
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn experimental design, technical paper writing and statistical significance testing.…
Active Learning for Annotation Budgets with Multilingual Support
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn experimental design, reproducible experiment design and error analysis.…
Self-Supervised Anomaly Detection in Sensor Streams with Model Retraining Pipeline
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn benchmark design, error analysis and technical paper writing.…
Sign Language Translation with Pose Models: Methods, Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with mobile Inference. You will learn benchmark design, baseline comparison and literature review methods.…
Contrastive Learning for Product Search with Batch Scoring
Study the problem, build the proposed method and evaluate it rigorously with batch Scoring. You will learn statistical significance testing, benchmark design and research methodology.…
Bias Auditing of Screening Models with Risk Stratification
Study the problem, build the proposed method and evaluate it rigorously with risk Stratification. You will learn technical paper writing, statistical significance testing and research methodology.…
Adversarial Robustness of Vision Models — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn technical paper writing, benchmark design and reproducible experiment design.…
Continual Learning for Chat Assistants with Multilingual Support
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn statistical significance testing, baseline comparison and benchmark design.…
Domain Adaptation for Satellite Imagery with Explainable Outputs
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn literature review methods, technical paper writing and benchmark design.…
Knowledge Distillation for On-Device NLP with Anomaly Flags
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn reproducible experiment design, ablation studies and technical paper writing.…
Adversarial Robustness of Vision Models with Multilingual Support
Study the problem, build the proposed method and evaluate it rigorously with multilingual Support. You will learn research methodology, error analysis and technical paper writing.…
Explainable Credit Decisioning with Confidence Scores
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn baseline comparison, experimental design and research methodology.…
A Framework for Sign Language Translation with Pose Models with Real-Time Alerts
Study the problem, build the proposed method and evaluate it rigorously with real-time Alerts. You will learn literature review methods, error analysis and technical paper writing.…
Domain Adaptation for Satellite Imagery with Voice Interface
Study the problem, build the proposed method and evaluate it rigorously with voice Interface. You will learn reproducible experiment design, statistical significance testing and experimental design.…
Handwriting Recognition for Historical Kannada Documents with Model Retraining Pipeline
Study the problem, build the proposed method and evaluate it rigorously with model Retraining Pipeline. You will learn experimental design, technical paper writing and baseline comparison.…
Contrastive Learning for Product Search with Anomaly Flags
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn error analysis, benchmark design and reproducible experiment design.…
Retrieval-Augmented Support Automation with Model Retraining Pipeline
Study the problem, build the proposed method and evaluate it rigorously with model Retraining Pipeline. You will learn ablation studies, error analysis and benchmark design.…
Bias Auditing of Screening Models with Report Generation
Study the problem, build the proposed method and evaluate it rigorously with report Generation. You will learn ablation studies, reproducible experiment design and benchmark design.…
Efficient Fine-Tuning of Vision Transformers for Medical Imaging
Fine-tune ViTs efficiently for diagnosis tasks and compare adaptation strategies. You will learn transfer learning, efficient tuning and medical imaging evaluation.…
Reinforcement Learning for Portfolio Optimisation with Risk Constraints
Optimise portfolios with RL that respects drawdown and turnover constraints. You will learn financial RL, risk-aware objectives and backtest discipline.…
Neural Operator Learning for PDE Surrogates in CFD
Learn operators that solve fluid PDEs orders of magnitude faster than solvers. You will learn scientific ML, operator learning and CFD validation.…
Multi-Agent Reinforcement Learning for Warehouse Coordination
Coordinate fleets of warehouse robots with learned cooperative policies. You will learn multi-agent learning, coordination mechanisms and simulation design.…
Robust Object Detection Under Adverse Weather Conditions
Make detectors survive fog, rain and low light, and prove it on benchmarks. You will learn robustness methods, augmentation strategy and safety evaluation.…
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.…
Automated Essay Scoring with Rubric-Aware Language Models
Score essays against explicit rubrics and study agreement with human examiners. You will learn assessment research, rubric modelling and scoring validity.…
Sign Language Translation with Pose-Based Transformers
Translate continuous signing to text via pose sequences rather than raw video. You will learn sign language technology, sequence translation and accessibility research.…
Deep Learning for Seismic Signal Classification
Classify earthquakes, blasts and noise in seismic streams automatically. You will learn geophysics ML, signal classification and monitoring systems.…
Multi-Objective Neural Architecture Search for Mobile Vision
Search architectures that balance accuracy, latency and energy for phones. You will learn NAS methods, multi-objective optimisation and mobile deployment.…
Uncertainty Calibration of LLMs for High-Stakes Question Answering
Make LLMs say 'I don't know' when they should, in medical and legal QA. You will learn calibration research, abstention design and safety evaluation.…