Thompson S. Managing Machine Learning Projects (MEAP V4) 2022 torrent

Textbook in PDF format

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 an end-to-end guide for project managers who need to deliver machine learning applications on time and under budget. It gives you a unique set of tools, approaches, and processes designed to handle the unique requirements of machine learning project management—all proven in practice to deliver success in full-scale business environments.
Introduction: Delivering Machine Learning projects is hard, let’s do it better
Pre-project: from opportunity to requirements
Pre-project: from requirements to a proposal
Sprint Zero: Getting started
Sprint 1: Diving into the problem
Sprint 1: EDA, ethics, baseline evaluation
Sprint 2: Making useful models with ML
Sprint 2: Testing and selection
Sprint 3: System building and production
Post project (Sprint Ω)