ML Engineering Case Studies

Building ML Systems
That Actually Ship

Production-grade ML engineering case studies for developers building real AI systems with Python, FastAPI, LLMs, and cloud deployment.

Case Studies

1 post

Jun 15, 2025 · 12 min read

Building a Production RAG Pipeline with FastAPI and ChromaDB

A deep dive into architecting a Retrieval-Augmented Generation pipeline that handles 10k+ documents with sub-second query latency. Covers chunking strategies, embedding models, and FastAPI integration.

RAGLLMFastAPIChromaDBPython

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Building ML SystemsThat Actually Ship

Case Studies

Building a Production RAG Pipeline with FastAPI and ChromaDB

Building ML Systems
That Actually Ship