xxAI - Beyond Explainable AI - Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller & Wojciech Samek

xxAI - Beyond Explainable AI

By Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller & Wojciech Samek

  • Release Date: 2022-04-16
  • Genre: Computers & Internet

This is an open access book.
Statistical machine learning (ML) has triggered a renaissance of artificial intelligence (AI). While the most successful ML models, including Deep Neural Networks (DNN), have developed better predictivity, they have become increasingly complex, at the expense of human interpretability (correlation vs. causality). The field of explainable AI (xAI) has emerged with the goal of creating tools and models that are both predictive and interpretable and understandable for humans.

Explainable AI is receiving huge interest in the machine learning and AI research communities, across academia, industry, and government, and there is now an excellent opportunity to push towards successful explainable AI applications. This volume will help the research community to accelerate this process, to promote a more systematic use of explainable AI to improve models in diverse applications, and ultimately to better understand how current explainable AI methods need to be improved and what kind of theory of explainable AI is needed.

After overviews of current methods and challenges, the editors include chapters that describe new developments in explainable AI. The contributions are from leading researchers in the field, drawn from both academia and industry, and many of the chapters take a clear interdisciplinary approach to problem-solving. The concepts discussed include explainability, causability, and AI interfaces with humans, and the applications include image processing, natural language, law, fairness, and climate science.

Comments:

12 Comments
Taylor Mackenzie
Amazing! I love this site
Aston Ayers
Only Signup is easy and free, finally I can read this book xxAI - Beyond Explainable AI with good quality. Thank you!
Ashley Ann
Been waiting to download this book for months. and finally came out too
Cheryl Lynn
This book xxAI - Beyond Explainable AI is very nice, with quick read and download
Erin Cochran Cole
Great selection and quality is better than many Book Store, no kidding.
Kyle Magner
yes, i am also through this to download books
Eric Mn
Yes this really works! Just got my free account
Terry Barnes
One of the best book I've seen this year!
Pastor Shahuano
Excited, Happy Reading guys !!!
Laura Velez Garcia
Thanks, I'm so glad to be reading this book
Wouter van der Giessen
Laura Velez Garcia yes same me too
Janet McCann
Sign up was really easy. Less than 1 minute I was hooked up