I am an independent machine learning practitioner providing remote consulting services to organizations globally. I have helped clients build in-house document understanding systems processing tens of thousands of requests daily (facilitating over a million USD in weekly transactions), end-to-end product recommendation engines for e-commerce, and data pipelines for both real-time monitoring and offline curation. I specialize in technical leadership for fully remote AI/ML teams, but also have people management experience from previous roles.
I am currently on sabbatical to explore new technologies, resume my public technical writing, contribute to open source, and recharge. Nonetheless, feel free to reach out via email or Twitter/X if you have interesting projects to discuss.
I am a Kaggle Competitions Master with a peak global rank of 63. While I have not participated as frequently in recent years due to other obligations, a list of my viable competition solutions published on GitHub can be found here.
My core tech stack includes Python, Polars, PyTorch, PyTorch Lightning, FastAPI, and Pydantic. I am currently expanding into Rust and PyO3 to build high-performance Python extensions. I also use React to build front-ends for personal projects. While I have past experience with R and Julia, I am not actively using them at the moment.
