Engineering & Medical Student Projects
5000 projects · Page 206 of 209
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.…
Real-Time Feature Engineering Platforms: Consistency Study
Study training-serving skew in production feature platforms and how to eliminate it. You will learn feature platform architecture, consistency methods and ML systems.…
Lakehouse Table Formats: Iceberg vs Delta vs Hudi Benchmark
Benchmark the three lakehouse formats on identical workloads and publish guidance. You will learn storage internals, benchmark design and format trade-offs.…
Stream Processing Exactly-Once Semantics: Failure Study
Inject failures into streaming pipelines and test whether exactly-once claims hold. You will learn streaming semantics, fault injection and verification methods.…
Graph Database Performance for Fraud Ring Detection
Benchmark graph stores on the queries fraud teams actually run. You will learn graph systems, workload design and performance analysis.…
Data Quality Dimensions in ML Pipelines: Measurement Framework
Build a framework that measures data quality where it affects model outcomes. You will learn data quality science, ML reliability and measurement design.…
Incremental View Maintenance for Streaming Warehouses
Maintain warehouse views incrementally as source data streams in. You will learn database internals, incremental computation and systems evaluation.…
Privacy Budget Management in Differentially Private Analytics
Design budget management so organisations do not waste or blow their privacy budget. You will learn differential privacy, resource management and governance.…
Metadata-Driven ETL Generation with LLMs: Evaluation Study
Evaluate whether LLMs can generate correct ETL from metadata and contracts. You will learn code generation evaluation, data engineering patterns and verification.…
Time-Series Compression Algorithms for IoT Archives
Compare time-series compression on error, ratio and query cost for IoT archives. You will learn compression theory, time-series systems and benchmark practice.…
Federated Query Processing Across Cloud Warehouses
Query data across warehouses without moving it, and study the cost of federation. You will learn federated systems, query optimisation and data gravity.…
Benchmarking OLAP Engines for Geospatial Workloads
Benchmark analytical engines on the spatial queries location products depend on. You will learn database benchmarking, geospatial systems and engine internals.…
Data Lineage and Impact Analysis in Regulated Industries
Build lineage that can answer regulator questions about any reported number. You will learn lineage engineering, compliance systems and impact analysis.…
Kubernetes Scheduling Optimisation with Custom Schedulers
Build schedulers that pack ML and batch workloads better than the default. You will learn scheduling algorithms, cluster systems and workload analysis.…
Serverless Workflow Orchestration: Latency and Cost Study
Compare orchestration approaches for multi-step serverless workflows. You will learn serverless architecture, workflow systems and cost modelling.…
Multi-Cluster Service Mesh Resilience Patterns
Study how service meshes behave when whole clusters fail. You will learn resilience patterns, mesh internals and failure engineering.…
Confidential Cloud Computing with Enclaves: Performance Study
Measure the real cost of running workloads in confidential cloud enclaves. You will learn confidential computing, performance analysis and trust models.…
Green Cloud Scheduling with Carbon Intensity Signals
Schedule batch work by carbon intensity and verify the emissions saved. You will learn sustainable computing, scheduling and emissions measurement.…
Chaos Engineering for Stateful Systems on Kubernetes
Extend chaos practice to databases and queues, where failure is expensive. You will learn resilience engineering, stateful systems and recovery analysis.…
Policy-Driven Autoscaling for Bursty Microservices
Design autoscaling policies that handle bursts without cost explosions. You will learn control systems for infrastructure, policy design and evaluation.…