Machine Learning Engineer
Solves Data Lineage Blindness by tracking granular preprocessing steps.
ml-audit is a lightweight Python library designed to bring transparency and reproducibility to data preprocessing. Unlike standard experiment trackers that treat preprocessing as a black box, this library records every granular transformation applied to your pandas DataFrame.

Full Audit Trail: Automatically logs every step (Imputation, Scaling, Encoding, etc.) into a JSON audit file.
Reproducibility: Verify if your data pipeline produces the exact same result every time using hash validation.
Visualization: Auto-generates an interactive HTML timeline of your preprocessing steps.