{"product_id":"managing-machine-learning-projects-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 \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-9871167\"\u003eSimon Thompson\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Manning Publications\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/22\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 275\u003cbr\u003e\u003cb\u003eBinding Type:\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\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9781633439023\u003cbr\u003e\u003cb\u003eISBN10:\u003c\/b\u003e 163343902X\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM094000\"\u003eData Science | Machine Learning\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM044000\"\u003eData Science | Neural Networks\u003c\/a\u003e\u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003e\u003cb\u003eSimon Thompson\u003c\/b\u003e has spent 25 years developing AI systems. He led the AI research program at BT Labs in the UK, where he helped pioneer Big Data technology in the company and managed an applied research practice for nearly a decade. Simon now works delivering Machine Learning systems for financial services companies in the City of London as the Head of Data Science at GFT Technologies.\u003c\/p\u003e","brand":"Manning Publications","offers":[{"title":"Default Title","offer_id":44531036618989,"sku":"9781633439023","price":66.65,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0550\/8097\/6621\/products\/img_d0cf46e1-48d5-4e76-b5ee-a1f7b09aacaa.jpg?v=1701406746","url":"https:\/\/sureshotbooks.com\/products\/managing-machine-learning-projects-9781633439023","provider":"SureShot Books Publishing LLC","version":"1.0","type":"link"}