Moving beyond "state-of-the-art" chasing to evaluate trade-offs between accuracy, latency, and interpretability. Deployment and Serving:
Strategies for getting models into the hands of users, including monitoring for data distribution shifts and training-serving skew. Designing Machine Learning Systems [Book] - O'Reilly Designing Machine Learning Systems By Chip Huyen Pdf
: Covers data sources, formats (JSON, CSV, Parquet), and storage engines. Designing Machine Learning Systems By Chip Huyen Pdf
Huyen begins where many projects fail: defining the problem. She dives deep into the unglamorous but critical work of data collection, labeling, and feature engineering. She challenges the reader to ask: Is this problem actually solvable with ML? Designing Machine Learning Systems By Chip Huyen Pdf
The codebase and infrastructure should be clear enough for multiple engineers to update and improve over time. Adaptability: