Effective Machine Learning Teams

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Computers - Programming
Effective Machine Learning Teams

Effective Machine Learning Teams

Name: Effective Machine Learning Teams
ISBN: 9781098144593

David Tan, Ada Leung, David Colls

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Gain the valuable skills and techniques you need to accelerate the delivery of machine learning solutions. With this practical guide, data scientists, ML engineers, and their leaders will learn how to bridge the gap between data science and Lean product delivery in a practical and simple way. David Tan, Ada Leung, and Dave Colls show you how to apply time-tested software engineering skills and Lean product delivery practices to reduce toil and waste, shorten feedback loops, and improve your team's flow when building ML systems and products.

Based on the authors' experience across multiple real-world data and ML projects, the proven techniques in this book will help your team avoid common traps in the ML world, so you can iterate and scale more quickly and reliably. You'll learn how to overcome friction and experience flow when delivering ML solutions.

You'll also learn how to:

Write automated tests for ML systems, containerize development environments, and...

Catégories:

Computers - Programming

Année:

2024

Edition:

1 / converted

Editeur::

O'Reilly Media

Langue:

english