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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

A Python Client for Explainable AI Chatbots

In the previous chapters, we have explored several interactions between all types of users and machines. It is now time to introduce chatbots in our explainable AI (XAI) process. Progressively, personal assistants will replace keyboards. As more and more connected objects enter the Internet of things (IoT) market, chatbots will emerge as a useful communication tool.

In this chapter, we will implement a Python client to write a flexible XAI program for a user to interact with a Dialogflow AI expert agent. We will start by installing the Python client for Dialogflow on a local machine.

We will then create a Dialogflow agent on Dialogflow using Google's intuitive interface. The agent will simulate a human support agent that will answer user requests. The local Python client cannot communicate with Google Dialogflow online without APIs and services.

Activating the Google APIs and services will provide a private...

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Authors (1)

Denis Rothman

Denis Rothman

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

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