Dr. ALEENA BABY
End to end ML guide
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.
