Download the fantastic book titled Machine Learning Design Patterns written by Valliappa Lakshmanan, available in its entirety in both PDF and EPUB formats for online reading. This page includes a concise summary, a preview of the book cover, and detailed information about "Machine Learning Design Patterns", which was released on 15 October 2020. We suggest perusing the summary before initiating your download. This book is a top selection for enthusiasts of the Computers genre.
Summary of Machine Learning Design Patterns by Valliappa Lakshmanan PDF
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. You'll 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
Detail About Machine Learning Design Patterns PDF
- Author : Valliappa Lakshmanan
- Publisher : O'Reilly Media
- Genre : Computers
- Total Pages : 408 pages
- ISBN : 1098115759
- Release Date : 15 October 2020
- PDF File Size : 19,7 Mb
- Language : English
- Rating : 4/5 from 21 reviews
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