Machine Learning Design Patterns PDF Free Download

Machine Learning Design Patterns BOOK PDF
Machine Learning Design Patterns BOOK PDF
eBook: Machine Learning Design Patterns PDF Solutions to Common Challenges in Data Preparation, Model Building, and MLOps by Michael Munn, Sara Robinson, and Valliappa Lakshmanan

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The 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.

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July 25, 2021


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