MTech — 59 projects
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Knowledge Graph Construction from Unstructured Enterprise Documents
Extract entities and relations from documents into a queryable graph. You will learn information extraction and graph schema design.…
Time-Series Forecasting of Electricity Demand with Probabilistic Methods
Forecast demand with prediction intervals utilities can plan on. You will learn probabilistic forecasting and proper scoring rules.…
Clickstream Modelling for OTT Platforms — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn error analysis, experimental design and benchmark design.…
Change-Data-Capture for Legacy Banking Exports with Automated Reports
Study the problem, build the proposed method and evaluate it rigorously with automated Reports. You will learn literature review methods, ablation studies and experimental design.…
Synthetic Data Generation for Testing with Automated Reports
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn ablation studies, baseline comparison and literature review methods.…
Log Analytics at Telecom Scale — Comparative Evaluation
Study the problem, build the proposed method and evaluate it rigorously with data Quality Checks. You will learn ablation studies, statistical significance testing and reproducible experiment design.…
Streaming Analytics for Toll Traffic: Methods, Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn error analysis, ablation studies and reproducible experiment design.…
Master Data Management for Hospital Chains: Methods, Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn literature review methods, technical paper writing and baseline comparison.…
A Framework for Real-Time Fraud Feature Store with Automated Reports
Study the problem, build the proposed method and evaluate it rigorously with automated Reports. You will learn benchmark design, technical paper writing and experimental design.…
Synthetic Data Generation for Testing — Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn error analysis, technical paper writing and literature review methods.…
Open Data Quality for Government Portals: Methods, Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with lineage Tracking. You will learn research methodology, error analysis and experimental design.…
A Framework for Lakehouse Governance for University Data with Lineage Tracking
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn error analysis, benchmark design and technical paper writing.…
Time-Series Database Benchmarking — Comparative Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn ablation studies, experimental design and statistical significance testing.…
Data Mesh Adoption in Large Enterprises with Scheduled Exports
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn experimental design, research methodology and baseline comparison.…
Lakehouse Governance for University Data with Cohort Analysis
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn statistical significance testing, baseline comparison and reproducible experiment design.…
A Framework for Open Data Quality for Government Portals with Cohort Analysis
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn experimental design, research methodology and statistical significance testing.…
ETL Modernisation from SSIS to Open Stack — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn statistical significance testing, ablation studies and experimental design.…
ETL Modernisation from SSIS to Open Stack: Methods, Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with row-level Security. You will learn research methodology, benchmark design and ablation studies.…
Clickstream Modelling for OTT Platforms with Slowly-Changing Dimensions
Study the problem, build the proposed method and evaluate it rigorously with slowly-changing Dimensions. You will learn ablation studies, literature review methods and experimental design.…
Clickstream Modelling for OTT Platforms — Comparative Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn reproducible experiment design, statistical significance testing and baseline comparison.…
A Framework for Real-Time Fraud Feature Store with Slowly-Changing Dimensions
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn technical paper writing, ablation studies and literature review methods.…
Master Data Management for Hospital Chains — Framework and Benchmark Study
Study the problem, build the proposed method and evaluate it rigorously with real-time Ingestion. You will learn research methodology, baseline comparison and ablation studies.…
Data Mesh Adoption in Large Enterprises: Methods, Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with data Quality Checks. You will learn benchmark design, error analysis and literature review methods.…
Real-Time Fraud Feature Store with Drill-Down Filters
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn error analysis, ablation studies and research methodology.…
Vector Search Infrastructure for Enterprise Docs — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn error analysis, experimental design and technical paper writing.…
Synthetic Data Generation for Testing with Self-Service Queries
Study the problem, build the proposed method and evaluate it rigorously with self-service Queries. You will learn reproducible experiment design, benchmark design and research methodology.…
Streaming Analytics for Toll Traffic with Data Quality Checks
Study the problem, build the proposed method and evaluate it rigorously with data Quality Checks. You will learn technical paper writing, literature review methods and statistical significance testing.…
Real-Time Fraud Feature Store — Comparative Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn ablation studies, benchmark design and error analysis.…
A Framework for Log Analytics at Telecom Scale with Geospatial Maps
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn statistical significance testing, experimental design and baseline comparison.…
A Framework for Log Analytics at Telecom Scale with Drill-Down Filters
Study the problem, build the proposed method and evaluate it rigorously with drill-down Filters. You will learn literature review methods, error analysis and experimental design.…
A Framework for Lakehouse Governance for University Data with Row-Level Security
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn statistical significance testing, baseline comparison and ablation studies.…
Geospatial Pipeline for Urban Planning: Methods, Design and Evaluation
Study the problem, build the proposed method and evaluate it rigorously with self-service Queries. You will learn technical paper writing, ablation studies and benchmark design.…
Geospatial Pipeline for Urban Planning with KPI Alerts
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn literature review methods, benchmark design and research methodology.…
Geospatial Pipeline for Urban Planning with Interactive Dashboards
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn statistical significance testing, baseline comparison and literature review methods.…
Time-Series Database Benchmarking with Scheduled Exports
Study the problem, build the proposed method and evaluate it rigorously with scheduled Exports. You will learn research methodology, error analysis and baseline comparison.…
Geospatial Pipeline for Urban Planning — Framework and Benchmark Study
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn literature review methods, error analysis and reproducible experiment design.…
Change-Data-Capture for Legacy Banking Exports with Real-Time Ingestion
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, literature review methods and benchmark design.…
Clickstream Modelling for OTT Platforms with Data Quality Checks
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn baseline comparison, reproducible experiment design and technical paper writing.…
A Framework for Change-Data-Capture for Legacy Banking Exports with Self-Service Queries
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn benchmark design, ablation studies and technical paper writing.…
A Framework for Real-Time Fraud Feature Store with Row-Level Security
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn ablation studies, statistical significance testing and research methodology.…
Lakehouse Governance for University Data: Methods, Design and Evaluation
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn research methodology, technical paper writing and experimental design.…
Time-Series Database Benchmarking with KPI Alerts
Study the problem, build the proposed method and evaluate it rigorously with KPI Alerts. You will learn statistical significance testing, technical paper writing and reproducible experiment design.…
A Framework for Time-Series Database Benchmarking with Data Quality Checks
Study the problem, build the proposed method and evaluate it rigorously with data Quality Checks. You will learn ablation studies, technical paper writing and baseline comparison.…
A Framework for Data Mesh Adoption in Large Enterprises with Self-Service Queries
Study the problem, build the proposed method and evaluate it rigorously with self-service Queries. You will learn experimental design, reproducible experiment design and ablation studies.…
Log Analytics at Telecom Scale with Data Quality Checks
Study the problem, build the proposed method and evaluate it rigorously with data Quality Checks. You will learn literature review methods, error analysis and ablation studies.…
Synthetic Data Generation for Testing — Framework and Benchmark Study
Study the problem, build the proposed method and evaluate it rigorously with drill-down Filters. You will learn benchmark design, technical paper writing and statistical significance testing.…
Clickstream Modelling for OTT Platforms with Automated Reports
Research, implement and evaluate the approach with benchmarks against strong baselines. You will learn statistical significance testing, reproducible experiment design and error analysis.…
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.…