{"product_id":"machine-learning-workflows-feature-engineering-model-training-and-deployment-architectures-using-snowpark-for-analytics-teams-9798242440838","title":"Machine Learning Workflows: Feature Engineering, Model Training, and Deployment Architectures Using Snowpark for Analytics Teams","description":"\u003cp\u003e • Author(s): Alistair Crowden\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Cloud Computing\u003c\/p\u003e\u003cp\u003eIn today's data-driven enterprises, analytics teams need scalable, secure, and efficient machine learning workflows that leverage the full power of their data warehouse without unnecessary data movement. \u003ci\u003eMachine Learning Workflows: Feature Engineering, Model Training, and Deployment Architectures Using Snowpark for Analytics Teams\u003c\/i\u003e, penned by Alistair Crowden, delivers a comprehensive guide to building end-to-end ML pipelines directly within Snowflake using Snowpark. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eThis advanced technical book explores the Snowpark framework-Snowflake's developer-centric platform for Python, Java, and Scala-to enable feature engineering at scale, distributed model training, hyperparameter optimization, and production-grade deployment architectures. Written for experienced data scientists, ML engineers, and analytics leaders, it combines deep architectural insights with practical code examples, best practices, and real-world patterns drawn from enterprise deployments. \u003cp\u003e\u003c\/p\u003eWhether you're modernizing legacy ML processes, reducing infrastructure sprawl, or building governed ML operations on governed data, this book equips you with the knowledge to design robust, performant, and cost-effective workflows that integrate seamlessly with Snowflake's ecosystem. \u003cp\u003e\u003c\/p\u003eTake your analytics team's machine learning capabilities to the next level-master Snowpark and deliver production-ready models faster and more reliably. Ideal for organizations committed to warehouse-centric ML innovation.","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47572993671319,"sku":"9798242440838","price":1430.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798242440838.webp?v=1774891669","url":"https:\/\/atlanticbooks.com\/products\/machine-learning-workflows-feature-engineering-model-training-and-deployment-architectures-using-snowpark-for-analytics-teams-9798242440838","provider":"Atlantic Books","version":"1.0","type":"link"}