Python focused engineer working across data pipelines and applied machine learning.

I build reproducible workflows using pandas, NumPy, scikit-learn, and transformers, with attention to evaluation design, explainability, and production constraints. Python-focused engineer specialising in data pipelines and applied machine learning.

I develop reproducible workflows using pandas, NumPy, scikit-learn, and transformers, with a focus on evaluation design, explainability, and production constraints.

I am interested in performance, failure modes, and understanding system behaviour rather than quick fixes.

Here to offer practical debugging insights grounded in clear reasoning. Interested in performance, failure modes, and understanding system behaviour rather than applying quick fixes.

Here to contribute practical debugging insight grounded in clear reasoning.