Senior ML Engineer
Capital One | May 2023 - Present
Python
AWS (Amazon Web Services)
- Developing Computer Vision models and deploying them on AWS using SQS, S3, EC2
Senior Software Engineer
Blue Yonder | Jun 2019 - Apr 2023
Python
Database
Web Development
Data Science
Data Engineering
Airflow
AI (artificial intelligence)
- Part of the Product Development Division responsible for providing daily order proposals for 13 retail customers across 7 timezones.
- Designed and Implemented an Ingestion pipeline to ingest ML predictions using pre-caching techniques to achieve an API response time <3 seconds.
Integrated ML Algorithms with existing UIs to allow for manual override of ML Predictions
- Parallelized Machine Learning algorithms and reporting tools using Dask Distributed Computing with 750+ partitions for 500 million records daily.
- Responsible for major design-level decisions concerning improvements and technical debt in data ingestion and UI functionality.
- Re-designed entire backend service architecture to decouple from other products/services and achieve a 30% reduction in the code base, 2x improvement in CI pipeline runtimes, and 2x efficiency of the team.
- Implemented clustering logic to improve ML pipeline run-time by 30%.
- Led the CI/CD migration from InHouse Jenkins to Azure-Based Service.
- Took 100+ interviews for the role of Junior Data Analyst, Data Scientist, Junior Software Engineer, and Senior Software Engineer