{"product_id":"kubeflow-for-machine-learning-from-lab-to-production-9781492050124","title":"Kubeflow for Machine Learning: From Lab to Production","description":"\u003cp\u003eIf you're training a machine learning model but aren't sure how to put it into production, this book will get you there. Kubeflow provides a collection of cloud native tools for different stages of a model's lifecycle, from data exploration, feature preparation, and model training to model serving. This guide helps data scientists build production-grade machine learning implementations with Kubeflow and shows data engineers how to make models scalable and reliable.\u003c\/p\u003e\u003cp\u003eUsing examples throughout the book, authors Holden Karau, Trevor Grant, Ilan Filonenko, Richard Liu, and Boris Lublinsky explain how to use Kubeflow to train and serve your machine learning models on top of Kubernetes in the cloud or in a development environment on-premises.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eUnderstand Kubeflow's design, core components, and the problems it solves\u003c\/li\u003e\n\u003cli\u003eUnderstand the differences between Kubeflow on different cluster types\u003c\/li\u003e\n\u003cli\u003eTrain models using Kubeflow with popular tools including Scikit-learn, TensorFlow, and Apache Spark\u003c\/li\u003e\n\u003cli\u003eKeep your model up to date with Kubeflow Pipelines\u003c\/li\u003e\n\u003cli\u003eUnderstand how to capture model training metadata\u003c\/li\u003e\n\u003cli\u003eExplore how to extend Kubeflow with additional open source tools\u003c\/li\u003e\n\u003cli\u003eUse hyperparameter tuning for training\u003c\/li\u003e\n\u003cli\u003eLearn how to serve your model in production\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/27\/2020\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781492050124\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 264\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.94lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.55d","brand":"Trevor Grant, Holden Karau, Boris Lublinsky","offers":[{"title":"Default Title","offer_id":38026678239413,"sku":"9781492050124","price":42.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_9a3fd819-64fd-4981-8ecc-2af497cf32b3.jpg?v=1609191039","url":"https:\/\/pastforward.org\/products\/kubeflow-for-machine-learning-from-lab-to-production-9781492050124","provider":"Past Forward","version":"1.0","type":"link"}