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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

The XAI medical diagnosis timeline

We often think we can see a doctor, and we will get a straight explanation of what we are suffering from and what the solution is. Although it might be true in simple cases, it is far from reality in situations in which the symptoms are either absent or difficult to detect. The case study in this chapter describes a case with confusing symptoms and unexpected outcomes.

We can represent such a patient's history, from the diagnosis process to the treatment protocols, in a timeline. A medical diagnosis timeline starts when a doctor first discovers the symptoms of a patient. A simple disease will lead to a rapid diagnosis. When the same symptoms can describe several diseases, the timeline stretches out, and it might take several days or weeks to reach the end of the process and come up with a diagnosis.

Let's introduce a standard AI prototype that will help a general practitioner. The practitioner must deal with...

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Authors (1)

Denis Rothman

Denis Rothman

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

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