Sainath Udata is a Data Engineer and ML Architect building production data systems at scale. He designs and ships end-to-end ML pipelines processing millions of records daily, working across PySpark, LightGBM, Azure Databricks, and MS SQL Server. He writes about the parts of ML engineering that tutorials skip — production pipelines, debugging with SHAP, parsing at scale, and building systems that survive without you, etc.,
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