{"product_id":"building-recommendation-systems-in-python-and-jax-hands-on-production-systems-at-scale-9781492097990","title":"Building Recommendation Systems in Python and Jax: Hands-On Production Systems at Scale","description":"\u003cp\u003e • Author(s): Bryan Bischof\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eImplementing 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. \u003c\/p\u003e\u003cp\u003e 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 \u0026amp; Biases, and Kafka. \u003c\/p\u003e\u003cp\u003e You'll learn: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eThe data essential for building a RecSys \u003c\/li\u003e\n\u003cli\u003eHow to frame your data and business as a RecSys problem \u003c\/li\u003e\n\u003cli\u003eWays to evaluate models appropriate for your system \u003c\/li\u003e\n\u003cli\u003eMethods to implement, train, test, and deploy the model you choose \u003c\/li\u003e\n\u003cli\u003eMetrics you need to track to ensure your system is working as planned \u003c\/li\u003e\n\u003cli\u003eHow to improve your system as you learn more about your users, products, and business case \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45046052290711,"sku":"9781492097990","price":5483.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781492097990.webp?v=1769198910","url":"https:\/\/atlanticbooks.com\/products\/building-recommendation-systems-in-python-and-jax-hands-on-production-systems-at-scale-9781492097990","provider":"Atlantic Books","version":"1.0","type":"link"}