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Building Recommendation Systems In Python And Jax Handson Production Systems At Scale 1st Bryan Bischof

  • SKU: BELL-54288694
Building Recommendation Systems In Python And Jax Handson Production Systems At Scale 1st Bryan Bischof
$ 31.00 $ 45.00 (-31%)

4.7

56 reviews

Building Recommendation Systems In Python And Jax Handson Production Systems At Scale 1st Bryan Bischof instant download after payment.

Publisher: O'Reilly Media
File Extension: PDF
File size: 10.33 MB
Pages: 355
Author: Bryan Bischof, Hector Yee
ISBN: 9781492097990, 1492097993
Language: English
Year: 2024
Edition: 1st

Product desciption

Building Recommendation Systems In Python And Jax Handson Production Systems At Scale 1st Bryan Bischof by Bryan Bischof, Hector Yee 9781492097990, 1492097993 instant download after payment.

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, and Weights & Biases.
 
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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