Machine Learning Design Patterns - Valliappa Lakshmanan, Sara Robinson, Michael Munn

Machine Learning Design Patterns za 169.15 zł

Cena: 169.15 zł
Sklep: ebookpoint.pl
Kup teraz Machine Learning Design Patterns za 169.15 zł w księgarni ebookpoint.pl
Wydawca: ebookpoint
Kategoria: bez kategorii
ISBN: 9781098115739
Waga: b/d kg
Rok wydania: 2020

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 modelsRepresent data for different ML model types, including embeddings, feature crosses, and moreChoose the right model type for specific problemsBuild a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuningDeploy scalable ML systems that you can retrain and update to reflect new dataInterpret model predictions for stakeholders and ensure models are treating users fairly