Designing Machine Learning Systems : an iterative process for prodution - ready applications /
Chip huyen.
- 1
- Estados Unidos de América : O´reilly, 2022
- 367 páginas : il. ; 24cm
Incluye índice, epílogo y perfin académico del autor.
1 -- Overview of machine learning systems 2 -- introdution to machine learning systems design -- 3 -- Data engineering fundamentals 4 -- Trainig data -- Feature enginering -- 6 -- Model development and offline evaluation -- 7 -- Model deployment and prediction service -- 8 -- Data distribution shifts and monitoring -- 9 -- Continual learning and test in production -- 10 -- infrastructure and tooling for MLOps -- 11 -- The human side of machine learning