Items related to Building Recommendation Systems in Python and JAX:...
- PublisherO'Reilly Media
- Publication date2024
- ISBN 10 1492097993
- ISBN 13 9781492097990
- BindingPaperback
- LanguageEnglish
- Edition number1
- Number of pages400
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Building Recommendation Systems in Python and Jax : Hands-on Production Systems at Scale
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Building Recommendation Systems in Python and Jax: Hands-On Production Systems at Scale (Paperback or Softback)
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ISBN 10: 1492097993
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Building Recommendation Systems in Python and JAX: Hands-On Production Systems at Scale
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ISBN 10: 1492097993
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Building Recommendation Systems in Python and JAX: Hands-On Production Systems at Scale [Paperback] Bischof Ph.D, Bryan and Yee, Hector
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Building Recommendation Systems in Python and Jax
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Building Recommendation Systems in Python and Jax
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Building Recommendation Systems in Python and Jax : Hands-on Production Systems at Scale
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Building Recommendation Systems in Python and JAX: Hands-On Production Systems at Scale
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Building Recommendation Systems in Python and Jax (Paperback)
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ISBN 10: 1492097993
ISBN 13: 9781492097990
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Paperback. Condition: new. Paperback. 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 RecSysHow to frame your data and business as a RecSys problemWays to evaluate models appropriate for your systemMethods to implement, train, test, and deploy the model you chooseMetrics you need to track to ensure your system is working as plannedHow to improve your system as you learn more about your users, products, and business caseAbout the AuthorsDr. Bryan Bischof is the Head of Data Science at Weights and Biases, and an adjunct professor in the Rutgers Master of Business and Analytics program where he teaches Data Science. He has previously built recommendation systems for clothing (at Stitch Fix), and built the world's first recommendation system for coffee (at Blue Bottle Coffee). His research interests are in geometric methods for ML, including higher order graph methods and topological features. His data visualization work appeared in the popular book The Day it Finally Happens by Mike Pearl. His Ph.D. is in pure mathematics.Hector Yee is a Staff Software engineer at Google, where he has worked on multiple projects including creating the first content based ranker on Image Search, the self driving car perception, and writing the YouTube recommender system. He has won a technical Emmy for his work on personalized video ranking technology. He has an M.S. in computer graphics. 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. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781492097990
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Building Recommendation Systems in Python and JAX: Hands-On Production Systems at Scale
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