Designing Machine Learning Systems
Chip Huyen's book on everything around the model: training data, feature engineering, offline and online evaluation, deployment, distribution shift, monitoring and continual learning. It is the clearest explanation of why models that score well in a notebook fail six months after launch, and what to build so yours does not.
Book
AI & Machine Learning
Chip Huyen
Advanced
About $55
Chip Huyen's book on everything around the model: training data, feature engineering, offline and online evaluation, deployment, distribution shift, monitoring and continual learning. It is the clearest explanation of why models that score well in a notebook fail six months after launch, and what to build so yours does not.
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