{"product_id":"machine-learning-design-patterns-solutions-to-common-challenges-in-data-preparation-model-building-and-mlops-9781098115784","title":"Machine Learning Design Patterns: Solutions to Common Challenges in Data Preparation  Model Building  and MLOps","description":"\u003cp\u003eThe design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors  three Google engineers  catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward  approachable advice. In this book  you will find detailed explanations of 30 patterns for data and problem representation  operationalization  repeatability  reproducibility  flexibility  explainability  and fairness. Each pattern includes a description of the problem  a variety of potential solutions  and recommendations for choosing the best technique for your situation. Youll learn how to: Identify and mitigate common challenges when training  evaluating  and deploying ML models Represent data for different ML model types  including embeddings  feature crosses  and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints  distribution strategy  and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure models are treating users fairly\u003c\/p\u003e","brand":"My Store","offers":[{"title":"Default Title","offer_id":67970696249397,"sku":"ByrdShop_1098115783","price":53.17,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0627\/8139\/0901\/files\/9781098115784.jpg?v=1794594253","url":"https:\/\/atxbooks.com\/products\/machine-learning-design-patterns-solutions-to-common-challenges-in-data-preparation-model-building-and-mlops-9781098115784","provider":"ATX Books","version":"1.0","type":"link"}