{"product_id":"managing-machine-learning-projects-simon-thompson-9781633439023","title":"Managing Machine Learning Projects","description":"The go-to guide in machine learning projects from design to production. No ML skills required! \u003cp\u003eIn Managing Machine Learning Projects, you will learn essential machine learning project management techniques, including: \u003c\/p\u003e \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 behaviours for managing the ethical implications of ML technology\u003c\/li\u003e \u003c\/ul\u003e About the technology \u003cp\u003eCompanies of all shapes, sizes, and industries are investing in machine learning (ML). Unfortunately, around 85% of all ML projects fail. Managing machine learning projects requires adopting a different approach than you would take with standard software projects.\u003c\/p\u003e \u003cp\u003eYou need to account for large and diverse data resources, evaluate and track multiple separate models, and handle the unforeseeable risk of poor performance. Never fear -- this book lays out the unique practices you will need to ensure your projects succeed!\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Simon Thompson\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 163343902X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781633439023\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Manning Publications\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/22\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 275\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.05lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.20h x 7.30w x 0.40d","brand":"Simon Thompson","offers":[{"title":"Paperback","offer_id":44173265993983,"sku":"9781633439023","price":49.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_5db87aac-5a7b-439f-8d2a-f7cdea6f02f2.jpg?v=1689791903","url":"https:\/\/www.whiterainbookhouse.com\/products\/managing-machine-learning-projects-simon-thompson-9781633439023","provider":"WR Book House","version":"1.0","type":"link"}