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Selected work.

Case studies covering modelling, engineering and deployment.

Discipline
Status
Technologies
3 projects
01Data Analytics · Applied StatisticsCompleted
Data & AI Compensation Benchmark
An end-to-end compensation benchmark for data and AI professionals worldwide: contract-tested ETL, statistical rigor (hypothesis testing, bootstrap confidence intervals), purchasing-power adjustment, business SQL queries and an interactive Power BI dashboard.
PythonPandasNumPySciPy
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02MLOps · ClassificationCompleted
Telco Churn MLOps
An end-to-end churn prediction system spanning EDA to production: model selection, experiment tracking, drift monitoring, champion/challenger retraining, explainable serving, and a business-value calculation to prioritize retention.
PythonLightGBMOptunaMLflow
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03Data Engineering · OrchestrationIn progress
E-Commerce Medallion Pipeline
A Medallion-architecture data pipeline (Bronze → Silver → Gold) for e-commerce data, built with Polars and DuckDB and orchestrated with Airflow. A work in progress focused on demonstrating end-to-end data engineering.
PolarsDuckDBAirflow
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