{"product_id":"scaling-machine-learning-with-spark-distributed-ml-with-mllib-tensorflow-and-pytorch-9781098106829","title":"Scaling Machine Learning with Spark: Distributed ML with MLlib, TensorFlow, and PyTorch","description":"\u003cp\u003e\u003c\/p\u003e\u003cblockquote\u003eWith this practical guide, author Adi Polak introduces data and ML practitioners to creative solutions that supersede today's traditional methods. You'll learn a more holistic approach that takes you beyond specific requirements and organizational goals--allowing data and ML practitioners to collaborate and understand each other better. \u003c\/blockquote\u003e\u003cp\u003e\u003c\/p\u003e \u003cp\u003eLearn how to build end-to-end scalable machine learning solutions with Apache Spark. With this practical guide, author Adi Polak introduces data and ML practitioners to creative solutions that supersede today's traditional methods. You'll learn a more holistic approach that takes you beyond specific requirements and organizational goals--allowing data and ML practitioners to collaborate and understand each other better.Scaling Machine Learning with Spark examines several technologies for building end-to-end distributed ML workflows based on the Apache Spark ecosystem with Spark MLlib, MLflow, TensorFlow, and PyTorch. If you're a data scientist who works with machine learning, this book shows you when and why to use each technology.You will:Explore machine learning, including distributed computing concepts and terminologyManage the ML lifecycle with MLflowIngest data and perform basic preprocessing with SparkExplore feature engineering, and use Spark to extract featuresTrain a model with MLlib and build a pipeline to reproduce itBuild a data system to combine the power of Spark with deep learningGet a step-by-step example of working with distributed TensorFlowUse PyTorch to scale machine learning and its internal architecture\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWeight\u003c\/strong\u003e: 520g\u003cbr\u003e\u003cstrong\u003eDimension\u003c\/strong\u003e: 234 x 179 x 16 (mm)\u003cbr\u003e\u003cstrong\u003eISBN-13\u003c\/strong\u003e: 9781098106829\u003c\/p\u003e","brand":"Adi Polak","offers":[{"title":"Paperback \/ softback","offer_id":44140599050490,"sku":"9781098106829","price":46.84,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0522\/4297\/2845\/products\/1680270137045_book.jpg?v=1680363362","url":"https:\/\/shulphink.com\/products\/scaling-machine-learning-with-spark-distributed-ml-with-mllib-tensorflow-and-pytorch-9781098106829","provider":"Shulph Ink","version":"1.0","type":"link"}