Description

Do you want to learn how to train artificial intelligence agents in a real-world environment simulation? You’ve found the course for you.

With a powerful game engine like Unity, you can set up a training environment and teach a machine learning agent in that environment. From game bots to autonomous vacuums to self driving cars, you can train AI agents in Unity.

Build a new project in the popular Unity game engine Build a 3D environment with an agent and target Build training episodes for agents Reward agent for finding target Punish agent for making a wrong move Show training results Speed up training with duplicate scenarios

• 1. 00a Course Overview
  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 01 Project Preview

    3:33

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 02 Course Overview

    2:44

• 2. 00b Mammoth Interactive Courses Introduction
  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 00 About Mammoth Interactive

    1:13

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 01 How To Learn Online Effectively

    13:46

• 3. 00c Machine Learning Overview
  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 01 What Is Machine Learning

    5:27

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 02 What Is Deep Learning

    7:42

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 03 What Is A Neural Network

    8:47

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 04 What Is Ml-Agents

    5:17

• 4. 00d C# Programming Fundamentals (Prerequisite)
  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 01. Introduction to C#

    5:03

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 02. Creating a New Project

    5:33

• 5. 01 Install What You Need
  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 01 Install Unity

    2:02

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 02 Install Python

    2:43

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 03 Install Ml-Agents Api

    4:32

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 04 Install A Code Editor

    8:10

• 6. 02 Build a New Unity Project
  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 01 Build A New Project

    3:49

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 02 Build A 3D Environment With Agent And Target

    9:06

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 03 How To Debug

    2:54

• 7. 03 Build Machine Learning Agent Behavior
  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 01 Start A New Training Episode

    11:51

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 02 Collect Observations

    4:41

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 03 Reward Agent For Finding Target

    5:43

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 04 Punish Agent's Wrong Move

    6:02

• 8. 04 Connect Agent to Scene
  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 01 Connect Agent To Environment And Target

    9:03

• 9. 05 Train the Brain
  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 01 Define Training Hyperparameters

    16:46

• 10. 06 Show Training Results
  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 01 Build A Graphical User Interface

    21:34

  • TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment | 02 Speed Up Training With Duplicate Scenarios

    10:22