{"product_id":"9781633439023","title":"Managing Machine Learning Projects: From design to deployment","description":"\u003ctable\u003e\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd style=\"\"\u003e\u003cstrong\u003eAuthor\/Contributor(s):\u003c\/strong\u003e\u003c\/td\u003e\n\u003ctd style=\"\"\u003eThompson, Simon\u003cbr\u003e\n\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd style=\"\"\u003e\u003cstrong\u003ePublisher:\u003c\/strong\u003e\u003c\/td\u003e\n\u003ctd\u003eManning\u003cbr\u003e\n\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd style=\"\"\u003e\u003cstrong\u003eDate:\u003c\/strong\u003e\u003c\/td\u003e\n\u003ctd\u003e7\/11\/2023\u003cbr\u003e\n\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd style=\"\"\u003e\u003cstrong\u003eBinding:\u003c\/strong\u003e\u003c\/td\u003e\n\u003ctd style=\"\"\u003ePaperback\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd style=\"\"\u003e\u003cstrong\u003eCondition:\u003c\/strong\u003e\u003c\/td\u003e\n\u003ctd style=\"\"\u003eNEW\u003cbr\u003e\n\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/tbody\u003e\u003c\/table\u003e\u003cb\u003eGuide machine learning projects from design to production with the techniques in this unique project management guide. No ML skills required!\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003eIn \u003ci\u003eManaging Machine Learning Projects\u003c\/i\u003e you’ll learn essential machine learning project management techniques, including:\u003cul\u003e \u003cli\u003eUnderstanding an ML project’s requirements\u003c\/li\u003e \u003cli\u003eSetting up the infrastructure for the project and resourcing a team\u003c\/li\u003e \u003cli\u003eWorking with clients and other stakeholders\u003c\/li\u003e \u003cli\u003eDealing with data resources and bringing them into the project for use\u003c\/li\u003e \u003cli\u003eHandling the lifecycle of models in the project\u003c\/li\u003e \u003cli\u003eManaging the application of ML algorithms\u003c\/li\u003e \u003cli\u003eEvaluating the performance of algorithms and models\u003c\/li\u003e \u003cli\u003eMaking decisions about which models to adopt for delivery\u003c\/li\u003e \u003cli\u003eTaking models through development and testing\u003c\/li\u003e \u003cli\u003eIntegrating models with production systems to create effective applications\u003c\/li\u003e \u003cli\u003eSteps and behaviors for managing the ethical implications of ML technology\u003c\/li\u003e \u003c\/ul\u003e\u003cbr\u003e\u003ci\u003eManaging Machine Learning Projects\u003c\/i\u003e is an end-to-end guide for delivering machine learning applications on time and under budget. It lays out tools, approaches, and processes designed to handle the unique challenges of machine learning project management. You’ll follow an in-depth case study through a series of sprints and see how to put each technique into practice. The book’s strong consideration to data privacy, and community impact ensure your projects are ethical, compliant with global legislation, and avoid being exposed to failure from bias and other issues.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the Technology\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003eFerrying machine learning projects to production often feels like navigating uncharted waters. From accounting for large data resources to tracking and evaluating multiple models, machine learning technology has radically different requirements than traditional software. Never fear! This book lays out the unique practices you’ll need to ensure your projects succeed.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the Book\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e\u003ci\u003eManaging Machine Learning Projects\u003c\/i\u003e is an amazing source of battle-tested techniques for effective delivery of real-life machine learning solutions. The book is laid out across a series of sprints that take you from a project proposal all the way to deployment into production. You’ll learn how to plan essential infrastructure, coordinate experimentation, protect sensitive data, and reliably measure model performance. Many ML projects fail to create real value—read this book to make sure your project is a success.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eWhat's Inside\u003c\/b\u003e\u003cul\u003e \u003cli\u003eSet up infrastructure and resource a team\u003c\/li\u003e \u003cli\u003eBring data resources into a project\u003c\/li\u003e \u003cli\u003eAccurately estimate time and effort\u003c\/li\u003e \u003cli\u003eEvaluate which models to adopt for delivery\u003c\/li\u003e \u003cli\u003eIntegrate models into effective applications\u003c\/li\u003e \u003c\/ul\u003e\u003cb\u003eAbout the Reader\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003eFor anyone interested in better management of machine learning projects. No technical skills required.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eSimon Thompson\u003c\/b\u003e has spent 25 years developing AI systems to create applications for use in telecoms, customer service, manufacturing and capital markets. He led the AI research program at BT Labs in the UK, and is now the Head of Data Science at GFT Technologies.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e1 Introduction: Delivering machine learning projects is hard; let’s do it better\u003cbr\u003e2 Pre-project: From opportunity to requirements\u003cbr\u003e3 Pre-project: From requirements to proposal\u003cbr\u003e4 Getting started\u003cbr\u003e5 Diving into the problem\u003cbr\u003e6 EDA, ethics, and baseline evaluations\u003cbr\u003e7 Making useful models with ML\u003cbr\u003e8 Testing and selection\u003cbr\u003e9 Sprint 3: system building and production\u003cbr\u003e10 Post project (sprint O)","brand":"Manning","offers":[{"title":"Default Title","offer_id":48176682303743,"sku":"9781633439023","price":49.99,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0452\/0886\/2873\/files\/Jacket_1492024b-6feb-4b30-988f-7d3fb2501dc8.jpg?v=1771351332","url":"https:\/\/massivebookshop.com\/de\/products\/9781633439023","provider":"MASSIVE BOOKSHOP","version":"1.0","type":"link"}