Pythonscikit-learnGitHub Actions CI
Network Intrusion Detection
Binary and 5-way network attack classification on the real NSL-KDD benchmark, with transparent analysis of where accuracy metrics mislead.
Projects
Data engineering, analytics and applied-ML work — each one built end to end.
PythonSQLETL
Retail ETL Warehouse
A production-style ETL pipeline: raw retail exports flow through a validated data-quality gate into a star-schema warehouse, SQL marts and…
PythonFastAPIMatrix Factorization
Movie Recommender System
A collaborative-filtering movie recommender using from-scratch SGD matrix factorization on real MovieLens 1M data, served via FastAPI.
PythonNumPySciPy
Product Recommendation Engine
An e-commerce recommendation engine combining a from-scratch ALS implementation (NumPy/SciPy) with content-based scikit-learn filtering.
PythonNLPFastAPI
Fact-Check Triage (NLP)
An NLP triage classifier for political statements trained on the real LIAR fake-news dataset, with literature-comparable, interpretable results.
PythonGradioMLflow
Support Ticket Triage Platform
A support-ticket triage platform with a Gradio UI and MLflow experiment tracking for model iteration.
PythonOpenCVscikit-image
Visual Quality Inspection
Automated visual quality control for manufacturing, using OpenCV/scikit-image feature extraction with scikit-learn classification.
PythonFastAPIDocker
Bike-Share Demand Forecasting
Hourly bike-share rental demand forecasting with honest time-series validation, SHAP explainability, and a containerized FastAPI serving layer.
PythondbtDuckDB
Olist E-Commerce Analytics Engineering
Analytics engineering on a real 99,441-order e-commerce dataset: a dbt star schema on DuckDB, 34 automated data tests, and a…
PythondbtDuckDB
Retail Analytics Warehouse
A dbt + DuckDB ELT pipeline over synthetic retail data, with 35 automated data-quality tests and a Streamlit dashboard.