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portada Building Recommendation Systems in Python and Jax: Hands-On Production Systems at Scale
Type
Physical Book
Publisher
Author
Language
English
Pages
400
Format
Paperback
ISBN13
9781492097990
Edition No.
1

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

Bischof Ph.d Bryan (Author) · O'reilly Media · Paperback

Building Recommendation Systems in Python and Jax: Hands-On Production Systems at Scale - Bischof Ph.D Bryan

New Book Imported to Taiwan
Delivery: 28 Sep - 06 Oct Shipping: 1 to 2 business days.
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NT$ 2,323

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

Implementing and designing systems that make suggestions to users are among the most popular and essential machine learning applications available. Whether you want customers to find the most appealing items at your online store, videos to enrich and entertain them, or news they need to know, recommendation systems (RecSys) provide the way. In this practical book, authors Bryan Bischof and Hector Yee illustrate the core concepts and examples to help you create a RecSys for any industry or scale. You'll learn the math, ideas, and implementation details you need to succeed. This book includes the RecSys platform components, relevant MLOps tools in your stack, plus code examples and helpful suggestions in PySpark, SparkSQL, FastAPI, Weights & Biases, and Kafka. You'll learn: The data essential for building a RecSys How to frame your data and business as a RecSys problem Ways to evaluate models appropriate for your system Methods to implement, train, test, and deploy the model you choose Metrics you need to track to ensure your system is working as planned How to improve your system as you learn more about your users, products, and business case

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