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Artificial Intelligence with Python Cookbook

You're reading from   Artificial Intelligence with Python Cookbook Proven recipes for applying AI algorithms and deep learning techniques using TensorFlow 2.x and PyTorch 1.6

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Product type Paperback
Published in Oct 2020
Publisher Packt
ISBN-13 9781789133967
Length 468 pages
Edition 1st Edition
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Authors (2):
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Ritesh Kumar Ritesh Kumar
Author Profile Icon Ritesh Kumar
Ritesh Kumar
Ben Auffarth Ben Auffarth
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Ben Auffarth
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Table of Contents (13) Chapters Close

Preface 1. Getting Started with Artificial Intelligence in Python 2. Advanced Topics in Supervised Machine Learning FREE CHAPTER 3. Patterns, Outliers, and Recommendations 4. Probabilistic Modeling 5. Heuristic Search Techniques and Logical Inference 6. Deep Reinforcement Learning 7. Advanced Image Applications 8. Working with Moving Images 9. Deep Learning in Audio and Speech 10. Natural Language Processing 11. Artificial Intelligence in Production 12. Other Books You May Enjoy
Getting Started with Artificial Intelligence in Python

In this chapter, we'll start by setting up a Jupyter environment to run our experiments and algorithms in, we'll get into different nifty Python and Jupyter hacks for artificial intelligence (AI), we'll do a toy example in scikit-learn, Keras, and PyTorch, and then a slightly more elaborate example in Keras to round things off. This chapter is largely introductory, and a lot of what see in this chapter will be built on in subsequent chapters as we get into more advanced applications.

In this chapter, we'll cover the following recipes:

  • Setting up a Jupyter environment
  • Getting proficient in Python for AI
  • Classifying in scikit-learn, Keras, and PyTorch
  • Modeling with Keras
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