{"product_id":"agile-machine-learning-with-datarobot-bipin-chadha-9781801076807","title":"Agile Machine Learning with DataRobot: Automate each step of the machine learning life cycle, from understanding problems to delivering value","description":"\u003cp\u003e\u003cstrong\u003eLeverage DataRobot's enterprise AI platform and automated decision intelligence to extract business value from data\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eGet well-versed with DataRobot features using real-world examples\u003c\/li\u003e\n\u003cli\u003eUse this all-in-one platform to build, monitor, and deploy ML models for handling the entire production life cycle\u003c\/li\u003e\n\u003cli\u003eMake use of advanced DataRobot capabilities to programmatically build and deploy a large number of ML models\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e \u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eDataRobot enables data science teams to become more efficient and productive. This book helps you to address machine learning (ML) challenges with DataRobot's enterprise platform, enabling you to extract business value from data and rapidly create commercial impact for your organization.\u003c\/p\u003e\u003cp\u003eYou'll begin by learning how to use DataRobot's features to perform data prep and cleansing tasks automatically. The book then covers best practices for building and deploying ML models, along with challenges faced while scaling them to handle complex business problems. Moving on, you'll perform exploratory data analysis (EDA) tasks to prepare your data to build ML models and ways to interpret results. You'll also discover how to analyze the model's predictions and turn them into actionable insights for business users. Next, you'll create model documentation for internal as well as compliance purposes and learn how the model gets deployed as an API. In addition, you'll find out how to operationalize and monitor the model's performance. Finally, you'll work with examples on time series forecasting, NLP, image processing, MLOps, and more using advanced DataRobot capabilities.\u003c\/p\u003e\u003cp\u003eBy the end of this book, you'll have learned to use DataRobot's AutoML and MLOps features to scale ML model building by avoiding repetitive tasks and common errors.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eUnderstand and solve business problems using DataRobot\u003c\/li\u003e\n\u003cli\u003eUse DataRobot to prepare your data and perform various data analysis tasks to start building models\u003c\/li\u003e\n\u003cli\u003eDevelop robust ML models and assess their results correctly before deployment\u003c\/li\u003e\n\u003cli\u003eExplore various DataRobot functions and outputs to help you understand the models and select the one that best solves the business problem\u003c\/li\u003e\n\u003cli\u003eAnalyze a model's predictions and turn them into actionable insights for business users\u003c\/li\u003e\n\u003cli\u003eUnderstand how DataRobot helps in governing, deploying, and maintaining ML models\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho this book is for: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThis book is for data scientists, data analysts, and data enthusiasts looking for a practical guide to building and deploying robust machine learning models using DataRobot. Experienced data scientists will also find this book helpful for rapidly exploring, building, and deploying a broader range of models. The book assumes a basic understanding of machine learning.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Bipin Chadha, Sylvester Juwe\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1801076804\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781801076807\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Packt Publishing\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/24\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 344\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.30lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.72d","brand":"Bipin Chadha","offers":[{"title":"Paperback","offer_id":43992690426111,"sku":"9781801076807","price":54.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_89ddcdd8-29bf-4d75-9603-884a8b97089a.jpg?v=1683320245","url":"https:\/\/www.whiterainbookhouse.com\/products\/agile-machine-learning-with-datarobot-bipin-chadha-9781801076807","provider":"WR Book House","version":"1.0","type":"link"}