{"product_id":"productive-and-efficient-data-science-tirthajyoti-sarkar-9781484281208","title":"Productive and Efficient Data Science with Python: With Modularizing, Memory Profiles, and Parallel\/Gpu Processing","description":"\u003cp\u003eThis book focuses on the Python-based tools and techniques to help you become highly productive at all aspects of typical data science stacks such as statistical analysis, visualization, model selection, and feature engineering.\u003c\/p\u003e \u003cp\u003eYou'll review the inefficiencies and bottlenecks lurking in the daily business process and solve them with practical solutions. Automation of repetitive data science tasks is a key mindset that is promoted throughout the book. You'll learn how to extend the existing coding practice to handle larger datasets with high efficiency with the help of advanced libraries and packages that already exist in the Python ecosystem. \u003c\/p\u003e \u003cp\u003eThe book focuses on topics such as how to measure the memory footprint and execution speed of machine learning models, quality test a data science pipelines, and modularizing a data science pipeline for app development. You'll review Python libraries which come in very handy for automating and speeding up the day-to-day tasks. \u003c\/p\u003e In the end, you'll understand and perform data science and machine learning tasks beyond the traditional methods and utilize the full spectrum of the Python data science ecosystem to increase productivity. \u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eWhat You'll Learn\u003ci\u003e\u003c\/i\u003e\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e Write fast and efficient code for data science and machine learning\u003c\/li\u003e\n\u003cli\u003eBuild robust and expressive data science pipelines\u003c\/li\u003e \u003cli\u003eMeasure memory and CPU profile for machine learning methods\u003c\/li\u003e \u003cli\u003eUtilize the full potential of GPU for data science tasks \u003c\/li\u003e \u003cli\u003eHandle large and complex data sets efficiently\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e \u003c\/p\u003e \u003cp\u003eData scientists, data analysts, machine learning engineers, Artificial intelligence practitioners, statisticians who want to take full advantage of Python ecosystem.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Tirthajyoti Sarkar\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1484281209\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781484281208\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 07\/02\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 383\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.55lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.84d","brand":"Tirthajyoti Sarkar","offers":[{"title":"Paperback","offer_id":44076264521983,"sku":"9781484281208","price":64.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_44e326c4-0c1f-4856-ad23-ec06a5f82ff7.jpg?v=1685464045","url":"https:\/\/www.whiterainbookhouse.com\/products\/productive-and-efficient-data-science-tirthajyoti-sarkar-9781484281208","provider":"WR Book House","version":"1.0","type":"link"}