Book Image

AI Crash Course

By : Hadelin de Ponteves
5 (2)
Book Image

AI Crash Course

5 (2)
By: Hadelin de Ponteves

Overview of this book

Welcome to the Robot World … and start building intelligent software now! Through his best-selling video courses, Hadelin de Ponteves has taught hundreds of thousands of people to write AI software. Now, for the first time, his hands-on, energetic approach is available as a book. Starting with the basics before easing you into more complicated formulas and notation, AI Crash Course gives you everything you need to build AI systems with reinforcement learning and deep learning. Five full working projects put the ideas into action, showing step-by-step how to build intelligent software using the best and easiest tools for AI programming, including Python, TensorFlow, Keras, and PyTorch. AI Crash Course teaches everyone to build an AI to work in their applications. Once you've read this book, you're only limited by your imagination.
Table of Contents (17 chapters)
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...