Machine Learning Design Patterns

Solutions to Common Challenges in Data Preparation, Model Building, and MLOps

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Beschreibung

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.--

Artikeldetails

EAN

9781098115784

Sprache

Englisch

Einband / Art

Taschenbuch

Maße

233 x 177 x 27 mm

Erscheinungsjahr

2020

Verlag / Hersteller

O'Reilly Media