TY - BOOK AU - Huyen, Chip TI - Designing Machine Learning Systems: an iterative process for prodution - ready applications SN - 978-1 098- 10796-3 (Pasta rústica) U1 - 006.31 H987d 2022 PY - 2022/// CY - Estados Unidos de América PB - O´reilly KW - APRENDIZAJE AUTOMÁTICO (INTELIGENCIA ARTIFICIAL) KW - INTELIGENCIA ARTIFICIAL KW - REDES NEURONALES (COMPUTADORES) N1 - 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 ER -