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The Applied Artificial Intelligence Workshop

You're reading from   The Applied Artificial Intelligence Workshop Start working with AI today, to build games, design decision trees, and train your own machine learning models

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Product type Paperback
Published in Jul 2020
Publisher Packt
ISBN-13 9781800205819
Length 420 pages
Edition 1st Edition
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Authors (3):
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Anthony So Anthony So
Author Profile Icon Anthony So
Anthony So
Zsolt Nagy Zsolt Nagy
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Zsolt Nagy
William So William So
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William So
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Toc

Table of Contents (8) Chapters Close

Preface
1. Introduction to Artificial Intelligence 2. An Introduction to Regression FREE CHAPTER 3. An Introduction to Classification 4. An Introduction to Decision Trees 5. Artificial Intelligence: Clustering 6. Neural Networks and Deep Learning Appendix

Summary

We have just completed the entire book of The Applied Artificial Intelligence Workshop, Second Edition. In this workshop, we have learned about the fundamentals of AI and its applications. We wrote a Python program to play tic-tac-toe. We learned about search techniques such as breadth-first search and depth-first search and how they can help us solve the tic-tac-toe game.

In the next couple of chapters after that, we learned about supervised learning using regression and classification. These chapters included data preprocessing, train-test splitting, and models that were used in several real-life scenarios. Linear regression, polynomial regression, and support vector machines all came in handy when it came to predicting stock data. Classification was performed using k-nearest neighbor and support vector classifiers. Several activities helped you to apply the basics of classification in an interesting real-life use case: credit scoring.

In Chapter 4, An Introduction...

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