{"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\u003e • Author(s): Valliappa Lakshmanan\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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. \u003c\/p\u003e\u003cp\u003e 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. \u003c\/p\u003e\u003cp\u003e You'll learn how to: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eIdentify and mitigate common challenges when training, evaluating, and deploying ML models \u003c\/li\u003e\n\u003cli\u003eRepresent data for different ML model types, including embeddings, feature crosses, and more \u003c\/li\u003e\n\u003cli\u003eChoose the right model type for specific problems \u003c\/li\u003e\n\u003cli\u003eBuild a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning \u003c\/li\u003e\n\u003cli\u003eDeploy scalable ML systems that you can retrain and update to reflect new data \u003c\/li\u003e\n\u003cli\u003eInterpret model predictions for stakeholders and ensure models are treating users fairly \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45033857155223,"sku":"9781098115784","price":3991.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781098115784.webp?v=1767897078","url":"https:\/\/atlanticbooks.com\/products\/machine-learning-design-patterns-solutions-to-common-challenges-in-data-preparation-model-building-and-mlops-9781098115784","provider":"Atlantic Books","version":"1.0","type":"link"}