TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment

25 casts | 2:58:23 for the total course

Unity Tensor Flow Neural Networks

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

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