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Artificial Intelligence with Python

You're reading from   Artificial Intelligence with Python Your complete guide to building intelligent apps using Python 3.x

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Product type Paperback
Published in Jan 2020
Publisher Packt
ISBN-13 9781839219535
Length 618 pages
Edition 2nd Edition
Languages
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Authors (2):
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Prateek Joshi Prateek Joshi
Author Profile Icon Prateek Joshi
Prateek Joshi
Alberto Artasanchez Alberto Artasanchez
Author Profile Icon Alberto Artasanchez
Alberto Artasanchez
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Toc

Table of Contents (26) Chapters Close

Preface 1. Introduction to Artificial Intelligence 2. Fundamental Use Cases for Artificial Intelligence FREE CHAPTER 3. Machine Learning Pipelines 4. Feature Selection and Feature Engineering 5. Classification and Regression Using Supervised Learning 6. Predictive Analytics with Ensemble Learning 7. Detecting Patterns with Unsupervised Learning 8. Building Recommender Systems 9. Logic Programming 10. Heuristic Search Techniques 11. Genetic Algorithms and Genetic Programming 12. Artificial Intelligence on the Cloud 13. Building Games with Artificial Intelligence 14. Building a Speech Recognizer 15. Natural Language Processing 16. Chatbots 17. Sequential Data and Time Series Analysis 18. Image Recognition 19. Neural Networks 20. Deep Learning with Convolutional Neural Networks 21. Recurrent Neural Networks and Other Deep Learning Models 22. Creating Intelligent Agents with Reinforcement Learning 23. Artificial Intelligence and Big Data 24. Other Books You May Enjoy
25. Index

Generating a bit pattern with predefined parameters

Now that we know the basic concepts behind a GA, let's see how to use it to solve some problems. We will be using a Python package called DEAP. You can find all the details about it at http://deap.readthedocs.io/en/master. Let's go ahead and install it by running the following command:

$ pip3 install deap

Now that the package is installed, let's quickly test it. Go into the Python shell by typing the following command:

$ python3

Once you are inside, type the following:

>>> import deap

If you do not see an error message, you are good to go.

In this section, we will use a variant of the One Max algorithm. The One Max algorithm tries to generate a bit string that contains the maximum number of ones. It is a simple algorithm, but it's helpful to get familiar with the library in order to better understand how to implement solutions using GAs. In this case, a bit string may...

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