
Invoicing Pipeline Lite
Aug 2026
Built a Dagster pipeline that reads monthly contractor hours from an Excel workbook, generates a branded PDF invoice, and emails it directly to the client
MSc Data Science graduate with six years of experience using data to solve real-world
problems and helping businesses become more profitable. On my path bridging Amsterdam,
Singapore, and Melbourne, I worked with cutting-edge AI and Data Engineering tools to
drive impact for leaders in renewable energy retailing, transportation, and healthcare.
Projects I have delivered include: data pipeline orchestration, CI/CD workflow,
music generation (GenAI), shipment classification, sales forecasting, system automation,
duplicates identification, berth scheduling, recommender systems, model evaluation,
dashboard design, price and rating prediction, etc.

Built a Dagster pipeline that reads monthly contractor hours from an Excel workbook, generates a branded PDF invoice, and emails it directly to the client

Automated a pipeline that fetches a byte-endcoded PDF report via API, parses multiple tables, loads them into Snowflake via Amazon S3, and refreshes dbt models powering a Holistics dashboard

Expedited Dagster branch deployment CI through a GitHub Actions job which dynamically selects code locations for rollout based on PR labels

Developed and trained GPT-like transformers on HPC to generate music from Raw MIDI

Predicted the review ratings of books on Goodreads

Ranked hotel listings based on their likelihood of being booked, obtaining an NDCG@5 over two times as good as the random baseline ranking

Developed a LightGBM model for classifying whether a shipment will be caged (secured until the correct information is obtained)

Hypertension Plus is an app meant to reduce the friction between patients with hypertension and their physicians with the help of blood pressure home monitoring. To measure the performance of the app and gather actionable insights, a dashboard depicting critical metrics was designed

With the release of the Hypertension Plus app, OMRON Healthcare wanted to raise the engagement among users by keeping track of specific groups of patients, such as the ones who have not accessed their account in the last week or the ones who have not completed their blood pressure measurements, and targeting them with email reminders

Port of Amsterdam demanded to know if giving up the current First Come, First Served strategy of assigning vessels to berths would produce any benefits, especially after the new sea lock will be ready and (more) larger ships will be allowed to moor in the harbor