{"product_id":"effective-data-science-infrastructure","title":"Effective Data Science Infrastructure:","description":"\u003cp\u003e\u003cb\u003eSimplify data science infrastructure to give data scientists an efficient path from prototype to production.\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eIn \u003ci\u003eEffective Data Science Infrastructure\u003c\/i\u003e you will learn how to:\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e    Design data science infrastructure that boosts productivity\u003cbr\u003e    Handle compute and orchestration in the cloud\u003cbr\u003e    Deploy machine learning to production\u003cbr\u003e    Monitor and manage performance and results\u003cbr\u003e    Combine cloud-based tools into a cohesive data science environment\u003cbr\u003e    Develop reproducible data science projects using Metaflow, Conda, and Docker\u003cbr\u003e    Architect complex applications for multiple teams and large datasets\u003cbr\u003e    Customize and grow data science infrastructure\u003c\/p\u003e\u003cp\u003e\u003ci\u003eEffective Data Science Infrastructure: How to make data scientists more productive\u003c\/i\u003e is a hands-on guide to assembling infrastructure for data science and machine learning applications. It reveals the processes used at Netflix and other data-driven companies to manage their cutting edge data infrastructure. In it, you’ll master scalable techniques for data storage, computation, experiment tracking, and orchestration that are relevant to companies of all shapes and sizes. You’ll learn how you can make data scientists more productive with your existing cloud infrastructure, a stack of open source software, and idiomatic Python.\u003c\/p\u003e\u003cp\u003eThe author is donating proceeds from this book to charities that support women and underrepresented groups in data science.\u003c\/p\u003e\u003cp\u003ePurchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAbout the technology:\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eGrowing data science projects from prototype to production requires reliable infrastructure. Using the powerful new techniques and tooling in this book, you can stand up an infrastructure stack that will scale with any organization, from startups to the largest enterprises.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAbout the book:\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003ci\u003eEffective Data Science Infrastructure\u003c\/i\u003e teaches you to build data pipelines and project workflows that will supercharge data scientists and their projects. Based on state-of-the-art tools and concepts that power data operations of Netflix, this book introduces a customizable cloud-based approach to model development and MLOps that you can easily adapt to your company’s specific needs. As you roll out these practical processes, your teams will produce better and faster results when applying data science and machine learning to a wide array of business problems.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat's inside:\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e    Handle compute and orchestration in the cloud\u003cbr\u003e    Combine cloud-based tools into a cohesive data science environment\u003cbr\u003e    Develop reproducible data science projects using Metaflow, AWS, and the Python data ecosystem\u003cbr\u003e    Architect complex applications that require large datasets and models, and a team of data scientists\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAbout the Reader\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eFor infrastructure engineers and engineering-minded data scientists who are familiar with Python.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eAbout the Author\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eVille Tuulos\u003c\/b\u003e designed and built Metaflow, a full-stack framework for data science. Currently, he is the CEO of a startup focusing on data science infrastructure.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eTable of Contents\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e1 Introducing data science infrastructure\u003cbr\u003e2 The toolchain of data science\u003cbr\u003e3 Introducing Metaflow\u003cbr\u003e4 Scaling with the compute layer\u003cbr\u003e5 Practicing scalability and performance\u003cbr\u003e6 Going to production\u003cbr\u003e7 Processing data\u003cbr\u003e8 Using and operating models\u003cbr\u003e9 Machine learning with the full stack\u003c\/p\u003e\u003cp\u003e\u003cb\u003eEbook License\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eEnd-User Warranty And License Agreement\u003c\/p\u003e\u003cp\u003e1. Grant Of License\u003c\/p\u003e\u003cp\u003eManning Has Authorized The Download By You Of An Unrestricted Number Of Copies Of The Electronic Book (Ebook) In Any Of The Available Formats. Manning Grants You A Nonexclusive, Nontransferable License To Use The Ebook According To The Terms And Conditions Herein. This License Agreement Permits You To Install The Ebook On Any And All Your Devices For Your Personal Use Only.\u003c\/p\u003e\u003cp\u003e2. Restrictions\u003c\/p\u003e\u003cp\u003eYou Shall Not: (1) Share, Resell, Rent, Assign, Timeshare, Distribute, Or Transfer All Or Part Of The Ebook Or Any Rights Granted Hereunder To Any Other Person; (2) Duplicate The Ebook, Except For A Single Backup Or Archival Copy; (3) Remove Any Proprietary Notices, Labels, Or Marks From The Ebook; (4) Transfer Or Sublicense Title To The Ebook To Any Other Party.\u003c\/p\u003e\u003cp\u003e3. Intellectual Property Protection\u003c\/p\u003e\u003cp\u003eThe Ebook Is Owned By Manning And Is Protected By United States And International Copyright And Other Intellectual Property Laws. Manning Reserves All Rights In The Ebook Not Expressly Granted Herein. This License And Your Right To Use The Ebook Terminate Automatically If You Violate Any Part Of This Agreement. In The Event Of Termination, You Must Remove The Original And Any Copies Of The Ebook From All Your Devices.\u003c\/p\u003e\u003cp\u003e4. Source Code Supplementary Material\u003c\/p\u003e\u003cp\u003eAny Source Code Files Provided As A Supplement To The Book Are Freely Available To The Public For Download. Reuse Of The Code Is Permitted, In Whole Or In Part, Including The Creation Of Derivative Works, Provided That You Acknowledge That You Are Using It And Identify The Source: Title, Publisher And Year.\u003c\/p\u003e\u003cp\u003e5. Limited Warranty\u003c\/p\u003e\u003cp\u003eManning Warrants That The Ebook Files, A Copy Of Which You Are Authorized To Download, Are Free From Defects In The Operational Sense That They Can Be Read By A Pdf Reader Or Epub Reader, Or Other. Except For This Express Limited Warranty, Manning Makes And You Receive No Warranties, Express, Implied, Statutory Or In Any Communication With You, And Manning Specifically Disclaims Any Other Warranty Including The Implied Warranty Of Merchantability Or Fitness Or A Particular Purpose. Manning Does Not Warrant That The Operation Of The Ebook Will Be Uninterrupted Or Error Free. If The Ebook Was Purchased In The United States, The Above Exclusions May Not Apply To You As Some States Do Not Allow The Exclusion Of Implied Warranties. In Addition To The Above Warranty Rights, You May Also Have Other Rights That Vary From State To State.\u003c\/p\u003e\u003cp\u003e6. Limitation Of Liability\u003c\/p\u003e\u003cp\u003eIn No Event Will Manning Be Liable For Any Damages, Whether Arising For Tort Or Contract, Including Loss Of Data, Lost Profits, Or Other Special, Incidental, Consequential, Or Indirect Damages Arising Out Of The Use Or Inability To Use The Ebook.\u003c\/p\u003e\u003cp\u003e7. General\u003c\/p\u003e\u003cp\u003eThis Agreement Constitutes The Entire Agreement Between You And Manning And Supersedes Any Prior Agreement Concerning The Ebook. This Agreement Is Governed By The Laws Of The State Of New York. \u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e","brand":"Manning Publications","offers":[{"title":"Paperback","offer_id":50506273128518,"sku":"9781617299193","price":4727.0,"currency_code":"INR","in_stock":true},{"title":"E-Book","offer_id":50506273161286,"sku":"9781617299193-2","price":4333.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0754\/2797\/1142\/files\/Effective_Data_Science_Infrastructure.jpg?v=1790324816","url":"https:\/\/cb-india.com\/products\/effective-data-science-infrastructure","provider":"Computer Bookshop (India) Pvt Ltd","version":"1.0","type":"link"}