AI Crash Course: A fun and hands-on introduction to machine learning, reinforcement learning, deep learning, and artificial intelligence with Python

Book Description
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.

What you will learn
Master the basics of AI without any previous experience
Build fun projects, including a virtual-self-driving car and a robot warehouse worker
Use AI to solve real-world business problems
Learn how to code in Python
Discover the 5 principles of reinforcement learning
Create your own AI toolkit
Who this book is for
If you want to add AI to your skillset, this book is for you. It doesn’t require data science or machine learning knowledge. Just maths basics (high school level).

Table of Contents
Welcome to the Robot World
Discover Your AI Toolkit
Python Fundamentals – Learn How to Code in Python
AI Foundation Techniques
Your First AI Model – Beware the Bandits!
AI for Sales and Advertising – Sell like the Wolf of AI Street
Welcome to Q-Learning
AI for Logistics – Robots in a Warehouse
Going Pro with Artificial Brains – Deep Q-Learning
AI for Autonomous Vehicles – Build a Self-Driving Car
AI for Business – Minimize Costs with Deep Q-Learning
Deep Convolutional Q-Learning
AI for Games – Become the Master at Snake
Recap and Conclusion