{"product_id":"9781633439023-managing-machine-learning-proj","title":"Managing Machine Learning Projects","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003eFor anyone interested in better management of machine learning projects from idea to production. Managing Machine Learning Projects is a comprehensive guide that does not require any technical skills. This edition will help you discover battle-tested data infrastructure techniques and will guide you through bringing a project to a successful conclusion.\u003cbr\u003eThe 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\n\u003cli\u003eUnderstanding an ML project's requirements\u003c\/li\u003e\n\u003cli\u003eSetting up the infrastructure for the project and resourcing a team\u003c\/li\u003e\n\u003cli\u003eWorking with clients and other stakeholders\u003c\/li\u003e\n\u003cli\u003eDealing with data resources and bringing them into the project for use\u003c\/li\u003e\n\u003cli\u003eHandling the lifecycle of models in the project\u003c\/li\u003e\n\u003cli\u003eManaging the application of ML algorithms\u003c\/li\u003e\n\u003cli\u003eEvaluating the performance of algorithms and models\u003c\/li\u003e\n\u003cli\u003eMaking decisions about which models to adopt for delivery\u003c\/li\u003e\n\u003cli\u003eTaking models through development and testing\u003c\/li\u003e\n\u003cli\u003eIntegrating models with production systems to create effective applications\u003c\/li\u003e\n\u003cli\u003eSteps and behaviours for managing the ethical implications of ML technology\u003c\/li\u003e\n\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\n\u003cbr\u003e\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":55183872557430,"sku":"9781633439023","price":60.78,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/stand_32588760.jpg?v=1738294275","url":"https:\/\/www.rarewaves.com\/products\/9781633439023-managing-machine-learning-proj","provider":"Rarewaves.com","version":"1.0","type":"link"}