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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

Cognitive XAI

Machines compute, humans construe. Humans interpret what they perceive. AI makes fabulous mathematical representations of the world. Humans conceptualize ideas. Machines still lack consciousness. Humans have self-awareness. Machines can outperform humans in many fields. Humans can reduce machines to dust with ethics. Machine intelligence takes raw data, makes sense of it, and will produce predictions. Humans take raw data, interpret it, and make careful decisions to avoid conflicts.

Everything goes well as long as these two forms of intelligence work converge. When they collide, the machine, or rather its owner, will have a tremendous price to pay. In the United States, punitive damages award mind-blowing levels of financial compensation to plaintiffs well beyond the actual damage caused by a defendant. In the European Union, the General Data Protection Regulation (GDPR) summons a corporation to explain an automatic process with human intervention. The...

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Authors (1)

Denis Rothman

Denis Rothman

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

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