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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

Microsoft Azure Machine Learning Model Interpretability with SHAP

Sentiment analysis will become one of the key services AI will provide. Social media, as we know it today, forms a seed, not the full-blown social model. Our opinions, consumer habits, browsing data, and location history constitute a formidable source of data of AI models.

The sum of all of the information about our daily activities is challenging to analyze. In this chapter, we will focus on data we voluntarily publish on cloud platforms: reviews.

We publish reviews everywhere. We write reviews about books, movies, equipment, smartphones, cars, and sports—everything that exists in our daily lives. In this chapter, we will analyze IMDb reviews of films. IMDb offers datasets of review information for commercial and non-commercial use.

As AI specialists, we need to start running AI models on the reviews as quickly as possible. After all, the data is available, so let's use it! Then, the harsh...

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Authors (1)

Denis Rothman

Denis Rothman

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

See other products by Denis Rothman

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