An Introduction to Machine Learning Interpretability, Second Edition_Patrick Hall and Navdeep Gill.pdf

H2O Driverless AI is an industry-leading and award-winning automatic machine learning platform that empowers data scientists to be more productive by accelerating workflows with automatic feature engineering, customizable user-defined modeling recipes, and automatic model deployment, among many other leading-edge capabilities. Moreover, its unique offering of interpretable models, post hoc explanations, and basic disparate impact testing enable data scientists to establish trust in their work and provide model explanations to business partners and potentially to regulators. Your explainable AI journey awaits. Explain Your AI H2ODriverless AI Start your 21-day free trial today! Patrick Hall and Navdeep Gill An Introduction to Machine Learning Interpretability An Applied Perspective on Fairness, Accountability, Transparency, and Explainable AI SECOND EDITION BostonFarnhamSebastopolTokyoBeijingBostonFarnhamSebastopolTokyoBeijing 978-1-098-11545-6 [LSI] An Introduction to Machine Learning Interpretability, Second Edition by Patrick Hall and Navdeep Gill Copyright ? 2019 O?Reilly Media, Inc. All rights reserved. Printed in the United States of America. Published by O?Reilly Media, Inc., 1005 Gravenstein Highway North, Sebastopol, CA 95472. O?Reilly books may be purchased for educational, business, or sales promotional use. Online editions are also available for most titles (http://oreilly.com). For more infor? mation, contact our corporate/institutional sales department: 800-998-9938 or cor? [email protected]. Development Editor: Nicole Tache Production Editor: Deborah Baker Copyeditor: Christina Edwards Proofreader: Charles Roumeliotis Interior Designer: David Futato Cover Designer: Karen Montgomery Illustrator: Rebecca Demarest April 2018: First Edition August 2019: Second Edition Revision History for the Second Edition 2019-08-19: First Release The O?Reilly logo is a registered trademark of O?Reilly Media, Inc. An Introduction to Machine Learning Interpret