Model-Based Machine Learning

ISBN-13: 9781498756815 / Angielski / Twarda / 2023 / 400 str.

John Michael Winn

Opis

A fundamental challenge when using machine learning is connecting the abstract mathematics of a machine learning technique to real world problems.  This book tackles this challenge through model-based machine learning, focusing on understanding the assumptions encoded in a machine learning system.

Spis treści

Introduction. How Can Machine Learning Solve my Problem?  1. A Murder Mystery  2. Assessing People’s Skills  Interlude. The Machine Learning Life Cycle  3. Meeting Your Match  4. Uncluttering Your Inbox  5. Making Recommendations  6. Understanding Asthma  7. Harnessing the Crowd  8. How to Read a Model  Afterword

O autorze

John Winn is a Principal Researcher at Microsoft Research, UK.