{"product_id":"managing-machine-learning-projects-from-design-to-deployment-9781633439023","title":"Managing Machine Learning Projects: From Design to Deployment","description":"\u003cp\u003e • Author(s): Simon Thompson\u003cbr\u003e • Publisher: Manning Publications\u003cbr\u003e • Publisher Imprint: Manning Publications\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003eThe go-to guide in machine learning projects from design to production. No ML skills required! \u003c\/p\u003e\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","brand":"Manning Publications","offers":[{"title":"Paperback","offer_id":45031710261399,"sku":"9781633439023","price":4170.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781633439023.webp?v=1767633597","url":"https:\/\/atlanticbooks.com\/products\/managing-machine-learning-projects-from-design-to-deployment-9781633439023","provider":"Atlantic Books","version":"1.0","type":"link"}