Ready now Projects
303 projects · Page 8 of 13
Self-Supervised Pretraining for Remote Sensing Image Classification
Pretrain on unlabelled satellite imagery and measure label efficiency on downstream tasks. You will learn self-supervised methods, remote sensing data and transfer evaluation.…
Multimodal Emotion Recognition from Speech and Facial Cues
Fuse voice and face signals for emotion recognition and study when modalities disagree. You will learn fusion architectures, synchronisation and cross-modal error analysis.…
Long-Context Document QA: Retrieval vs Full-Context LLMs Benchmark
Compare retrieval pipelines against full-context models on cost, latency and accuracy. You will learn benchmark methodology, context scaling behaviour and system selection.…
Reinforcement Learning for Energy-Aware Cloud Resource Allocation
Train allocation policies that cut energy while holding SLOs on realistic workload traces. You will learn RL for systems, trace-driven simulation and SLO-aware rewards.…
Adversarial Defence Evaluation for Face Recognition Systems
Attack a face recognition pipeline with physical and digital perturbations and test defences. You will learn adversarial ML methodology, defence evaluation and responsible disclosure.…
Few-Shot Learning for Industrial Defect Detection
Detect new defect types from a handful of examples and compare meta-learning approaches. You will learn few-shot methods, industrial dataset practice and deployment constraints.…
Graph Neural Networks for Supply Chain Risk Prediction
Model supplier networks as graphs and predict disruption risk propagation. You will learn graph representation learning, risk modelling and network features.…
Time-Series Foundation Models for Anomaly Detection in IoT Streams
Evaluate pretrained time-series models zero-shot on industrial anomaly benchmarks. You will learn foundation model evaluation, anomaly metrics and streaming constraints.…
Explainable Recommender Systems with Counterfactual Explanations
Generate 'what would need to change' explanations for recommendations and user-test them. You will learn explanation methods, user study design and recommender evaluation.…
Synthetic Data Generation for Balancing Medical Image Datasets
Generate synthetic rare-class images and measure when they help or hurt diagnosis models. You will learn generative augmentation, distribution shift and validation discipline.…
Knowledge Distillation for Real-Time Object Detection on Edge Devices
Distill a large detector into a small one and characterise the accuracy-latency curve. You will learn distillation techniques, edge profiling and deployment engineering.…
Cross-Lingual Transfer for NER in Dravidian Languages
Study how NER transfers across Tamil, Telugu, Kannada and Malayalam with limited labels. You will learn cross-lingual methods, annotation practice and language-family effects.…
Lakehouse Architecture with Apache Iceberg and dbt for Retail Analytics
Build a retail lakehouse with time travel, schema evolution and tested dbt models. You will learn lakehouse design, table format internals and analytics engineering.…
Real-Time Fraud Detection Pipeline with Kafka and Flink
Build a streaming pipeline that scores transactions in seconds and opens investigation cases. You will learn stream processing, feature computation and fraud workflow design.…
Clickstream Analytics Platform with Sessionisation and Funnels
Build a platform that turns raw web events into sessions, funnels and retention views. You will learn event modelling, sessionisation logic and product analytics.…
Streaming ETL for IoT Telemetry with Schema Registry and Data Quality Gates
Build telemetry ingestion that rejects bad data at the gate instead of downstream. You will learn schema evolution, contract enforcement and streaming quality patterns.…
Graph Analytics for Money-Laundering Pattern Detection
Build detection for layering patterns - cycles, fan-outs and shared intermediaries - in transaction graphs. You will learn graph modelling, AML typologies and investigator tooling.…
Data Observability Platform: Freshness, Volume and Schema Drift Alerts
Build a monitor that watches pipelines and data itself, and pages owners when data goes wrong. You will learn observability design, drift metrics and incident workflows for data.…
Vector Search Platform for E-Commerce Product Discovery
Build semantic product search with filters, synonyms and relevance feedback loops. You will learn embedding pipelines, hybrid ranking and search quality measurement.…
Real-Time Recommendation Feature Store with Online/Offline Consistency
Build a feature store that serves training and live inference from the same definitions. You will learn feature engineering discipline, point-in-time correctness and serving design.…
Log Analytics at Scale with ClickHouse and OpenTelemetry
Build a log platform that ingests service telemetry and answers ad-hoc queries in seconds. You will learn columnar storage, telemetry pipelines and query optimisation.…
CDC Pipeline: Postgres to Warehouse with Debezium and Exactly-Once Semantics
Stream database changes into a warehouse with ordering and dedup guarantees. You will learn change data capture, delivery semantics and recovery design.…
Geospatial Analytics Platform for Delivery Fleet Optimisation
Build analytics that optimise delivery zones and routes from historical trip data. You will learn geospatial data modelling, route metrics and zone design.…
A/B Testing Analytics Platform with Sequential Statistics
Build an experimentation platform with guardrails against peeking and false positives. You will learn experiment design, sequential methods and decision reporting.…