Senior ML Engineer · Data Scientist
I build production AI systems that turn messy data into measurable revenue.
Senior ML Engineer with 5+ years building end-to-end ML pipelines, fraud-detection systems, and GPT-powered analytics tools in Python, PySpark, Airflow, and Kubernetes on AWS. I've recovered ~$5M/yr in ad revenue, cut manual workflows by 80%, and mentored engineering teams, bridging the gap between data science research and production reality.
Point it at a website and get a full site-health and ad-compliance audit in under 60 seconds.
Kubernetes-native Flask API running a Playwright scraper, piping JavaScript signals to a LangChain LLM, and rendering insights via Streamlit, delivering on-demand site-health and ad-compliance audits.
A GPT dashboard that answers Ad-Ops questions and cut validation time by 80%.
GPT-powered Ad-Ops dashboard (Flask + Streamlit + LangChain) deployed on Kubernetes, secured with AWS Cognito authentication and exposed globally via Route 53. Cut validation time by 80%.
Scores invalid traffic across the whole network hierarchy and streams results to live dashboards.
PySpark + Airflow DAG scoring invalid traffic across the Internet Network Hierarchy; results persisted to S3, auto-hydrating Athena tables for real-time Metabase monitoring.
Predicts product revenue 18% more accurately and retrains itself on schedule.
Airflow-orchestrated Prophet pipeline improving MAPE by 18% across two products via logistic-growth modelling with cap/floor guardrails and automated scheduled retrains.
Turns decision-tree models into production rules and ships them automatically.
End-to-end SageMaker + Airflow pipeline that derives decision-tree rules, registers models in MLflow, and ships them via Airflow-driven CI/CD to AWS S3/Athena.
Pulls Stripe, Google Ads, and survey data into one real-time dataset for analytics.
Standardised and unified data ingestion from Stripe, Google Ads/Ad Manager, and SurveySparrow via Airflow ETL pipelines, enabling real-time consolidated datasets for analytics and dashboarding.
I'm currently open to new roles, freelance projects, and consulting opportunities. Whether you have a project in mind or just want to say hello, my inbox is open.