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AI Crash Course

You're reading from   AI Crash Course A fun and hands-on introduction to machine learning, reinforcement learning, deep learning, and artificial intelligence with Python

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Product type Paperback
Published in Nov 2019
Publisher Packt
ISBN-13 9781838645359
Length 360 pages
Edition 1st Edition
Languages
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Author (1):
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Hadelin de Ponteves Hadelin de Ponteves
Author Profile Icon Hadelin de Ponteves
Hadelin de Ponteves
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Toc

Table of Contents (17) Chapters Close

Preface 1. Welcome to the Robot World FREE CHAPTER 2. Discover Your AI Toolkit 3. Python Fundamentals – Learn How to Code in Python 4. AI Foundation Techniques 5. Your First AI Model – Beware the Bandits! 6. AI for Sales and Advertising – Sell like the Wolf of AI Street 7. Welcome to Q-Learning 8. AI for Logistics – Robots in a Warehouse 9. Going Pro with Artificial Brains – Deep Q-Learning 10. AI for Autonomous Vehicles – Build a Self-Driving Car 11. AI for Business – Minimize Costs with Deep Q-Learning 12. Deep Convolutional Q-Learning 13. AI for Games – Become the Master at Snake 14. Recap and Conclusion 15. Other Books You May Enjoy 16. Index

Building the environment inside a simulation

This section is quite special, because there's something crucial to understand which is not obvious at first sight. The reason for this warning is my experience in teaching this subject; many of my students had issues understanding why we have to do a simulation here, for this whole problem.

It was the same for me when I started! If you already understand why we have to make a simulation, that's great—it means you already have online learning under your skin. If not, follow me here and let me explain carefully.

To understand, let's start by explaining what would happen in real life: you would simply display the "call to action" pop-up ad of one of the nine strategies to customers who are navigating the website, and you'd do this one customer at a time. You'd have to do it one customer at a time, customer after customer, because for each customer you need to collect their response...

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