Table of Contents

The History of AI

Machine Learning Basics

Platforms and Other Essentials

Your First Artificial Neural Networks

Convolutional Neural Networks

Recurrent Neural Networks

Generative Models

Reinforcement Learning

Deep Learning for Intelligent Agents

Deep Learning for Game Playing

Deep Learning for Finance

Deep Learning for Robotics

Deploying and Maintaining AI Applications

About the Author

Patrick D. Smith is the Data Science Lead for Excella in Arlington, Virginia, where he founded the data science and machine learning team. Prior to Excella, Patrick was the lead instructor for the data science program at General Assembly in Washington, DC, as well as a data scientist with Booz Allen Hamilton's Strategic Innovations Group. He holds a bachelor's degree from The George Washington University in International Economics, and is currently a part-time masters student in software engineering at Harvard University.