End to end ML guide with Dr. ALEENA BABY
Dr. ALEENA BABY 
End to end ML guide
From fully funded European PhDs to data/AI/ML roles in Germany — I help…
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About this product
The End-to-End ML Pipeline Guide — From Jupyter Notebook to Production — is a 175+ page, 24-chapter reference by Dr. Aleena Baby covering every stage of building production ML systems. With 100+ code examples across 7 parts, it spans project structure, data versioning, experiment tracking (MLflow), model deployment (FastAPI, Docker, Kubernetes), monitoring, LLMOps, and career strategy — written specifically for PhDs and researchers transitioning into industry ML roles.
