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Hands-On Explainable AI (XAI) with Python

You're reading from Hands-On Explainable AI (XAI) with Python Interpret, visualize, explain, and integrate reliable AI for fair, secure, and trustworthy AI apps

Product type Paperback

Published in Jul 2020

Publisher Packt

ISBN-13 9781800208131

Length 454 pages

Edition 1st Edition

Languages

Python

Concepts

Artificial Intelligence

Author (1):

Denis Rothman

View More author details

Table of Contents (16) Chapters

Preface

1. Explaining Artificial Intelligence with Python

2. White Box XAI for AI Bias and Ethics FREE CHAPTER

3. Explaining Machine Learning with Facets

4. Microsoft Azure Machine Learning Model Interpretability with SHAP

5. Building an Explainable AI Solution from Scratch

6. AI Fairness with Google's What-If Tool (WIT)

7. A Python Client for Explainable AI Chatbots

8. Local Interpretable Model-Agnostic Explanations (LIME)

9. The Counterfactual Explanations Method

10. Contrastive XAI

11. Anchors XAI

12. Cognitive XAI

13. Answers to the Questions

14. Other Books You May Enjoy

15. Index

AI Fairness with Google's What-If Tool (WIT)

Google's PAIR (People + AI Research) designed the What-If Tool (WIT), a visualization tool designed to investigate the fairness of an AI model. Usage of WIT leads us directly to a critical ethical and moral question: what do we consider as fair? WIT provides the tools to represent what we view as bias so that we can build the most impartial AI systems possible.

Developers of machine learning (ML) systems focus on accuracy and fairness. WIT takes us directly to the center of human-machine pragmatic decision-making. In Chapter 2, White Box XAI for AI Bias and Ethics, we discovered the difficulty each person experiences when trying to make the right decision. MIT's Moral Machine experiment brought us to the core of ML ethics. We represented life and death decision-making by humans and autonomous vehicles.

The PAIR team is dedicated to people-centric AI systems. Human-centered AI systems will take us beyond...

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Authors (1)

Denis Rothman

Denis Rothman

Expert in AI Transformers including ChatGPT/GPT-4, Bestselling Author

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