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- Дата: 12-01-2023, 06:00
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Автор: Simon Thompson
Издательство: Manning Publications
Год: 2022
Страниц: 361
Язык: английский
Формат: pdf, epub
Размер: 10.2 MB
Guide Machine Learning projects from design to production with the techniques in this unique project management guide. No ML skills required! Managing Machine Learning Projects is a comprehensive guide to delivering successful Machine Learning projects from idea to production. The book is laid out as a series of fictionalized sprints that take you from pre-project requirements and proposal development all the way to deployment. You’ll discover battle-tested techniques for ensuring you have the appropriate data infrastructure, coordinating ML experiments, and measuring model performance. With this book as your guide, you’ll know how to bring a project to a successful conclusion, and how to use your lessons learned for future projects. As you will find out, running an ML project is hard. ML algorithms produce unpredictable results, and using them introduces risk into a project. ML projects must handle large and complex data resources and will produce a lot of models that all must be evaluated.