Book Image

AI Crash Course

By : Hadelin de Ponteves
5 (4)
Book Image

AI Crash Course

5 (4)
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

Index

A

activation function

about 128, 129

rectifier activation function 131, 132, 133

sigmoid activation function 130, 131

threshold activation function 129

AI

networking 330

skills, practicing 329, 330

AI blueprint

Deep Reinforcement Learning algorithm, implementing 328

environment, building 327

testing 328

training 328

AI, for cost implications

brain, building 270

environment, building 269

testing

training 270

AI models

about 2, 3

Deep Q-Learning 3

Q-Learning 3

AI, real-world business problem

about 220, 221

artificial neural network 221, 222, 223

brain, building 232, 233

deep reinforcement learning algorithm, implementing 238, 240, 241, 243, 244, 245

demonstrating 258, 260, 263, 264, 265, 266, 267, 269

environment, building 224, 225, 226, 227, 229, 230, 231

implementation 223, 224

implementing, with dropout regularization technique 237, 238

implementing, without...