Bischof, Bryan

Building Recommendation Systems in Python and Jax: Hands-On Production Systems at Scale

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ISBN 13:
9781492097990
author:
Bischof, Bryan
format:
Paperback
publisher:
O'Reilly Media
language:
English
Publication Year:
2023
Pages:
400
Dimensions:
23.3 x 17.8 x 1.9 centimetres (0
Genre:
Technical / Manuals, Computers, Programming,
Condition:
New
Availability:
Item usually sent within 10 working days
£49.97

Description

Building Recommendation Systems in Python and Jax Hands-On Production Systems at Scale by Bryan Bischof and Hector Yee is a practical guide to creating recommendation systems that make suggestions to users. This book covers the core concepts and examples needed to succeed, including the math, ideas, and implementation details of RecSys platforms and relevant MLOps tools. You'll learn how to frame your data and business as a RecSys problem, evaluate models suitable for your system, implement, train, test, and deploy a model that meets your needs. The book also covers metrics to track and improve your system as you gain insights into your users, products, and business case. With code examples in PySpark, SparkSQL, FastAPI, Weights & Biases, and Kafka, this book provides hands-on production systems at scale for any industry or application.

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