Description

Do you want to build machine learning datasets in Unreal? This course is for you. We’ll take you through how to autogenerate massive datasets with an Unreal project.

For artificial intelligence models to learn, they need a lot of data. With the power of a game engine like Unreal, you can build 3D models and environments and create image datasets. That’s exactly what we’ll do together in this course. Then we’ll train a machine learning model on that data.

Code with Unreal blueprints Randomly generate objects with blueprints Build a segmented view Screenshot the game via Blueprints Code in Python Clean data for machine learning Build a neural network model Use Unreal images for machine learning

• 1. 00a Course Overview
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Project Preview-1

    3:06

  • Build Machine Learning Datasets with Unreal Procedural Generation | 01B What You'll Need - Unreal Machine Learning-2

    5:41

  • Build Machine Learning Datasets with Unreal Procedural Generation | 03 Types Of Machine Learning Models-4

    12:18

  • Build Machine Learning Datasets with Unreal Procedural Generation | 04 What Are Computer Vision And Image Segmentation-5

    5:40

• 2. 00b Unreal Introduction
  • Build Machine Learning Datasets with Unreal Procedural Generation | 00 What Is Unreal Engine 5-1

    6:12

  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 How To Install Ue5-2

    4:46

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02 How To Debug Unreal-3

    2:26

• 3. 01 Build a new Unreal Project
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Build A New Unreal Project

    4:38

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02 Navigate The Unreal Editor

    9:44

  • Build Machine Learning Datasets with Unreal Procedural Generation | 03 Navigate The Bottom Half

    11:47

• 4. 02 Build Random Levels Automatically with Procedural Generation
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Build A New Unreal Project-1

    3:03

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02 Build More Tiles-2

    6:11

  • Build Machine Learning Datasets with Unreal Procedural Generation | 03 Build A Blueprint To Randomly Place Tiles-3

    8:02

  • Build Machine Learning Datasets with Unreal Procedural Generation | 04 Build A Grid With The Blueprint-4

    7:59

  • Build Machine Learning Datasets with Unreal Procedural Generation | 05 Get A Random Tile-5

    7:10

  • Build Machine Learning Datasets with Unreal Procedural Generation | 06 Set Each Tile Position And Rotation-6

    10:10

  • Build Machine Learning Datasets with Unreal Procedural Generation | 07 Set Each Instance Name-7

    7:11

• 5. 03 Add Realism to the Procedural Level
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Add Ground Material To Each Tile-1

    2:58

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02 Add Environment Models-2

    11:16

  • Build Machine Learning Datasets with Unreal Procedural Generation | 03 Build Flat Materials For Image Segmentation-3

    11:08

• 6. 04 Build a Blueprint to Enter Segmented View
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Build Input Action-1

    3:48

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02 Build Press And Release Conditions-2

    8:32

  • Untitled CastBuild Machine Learning Datasets with Unreal Procedural Generation | 03 Build A Materials Data Table-3

    11:09

  • Build Machine Learning Datasets with Unreal Procedural Generation | 04 Build A Blueprint To Switch Materials-4

    17:37

• 7. 05 Screenshot the Game via Blueprint
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Screenshot The Game Via Blueprint-1

    7:58

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02 Make Third Person Character Invisible-2

    5:48

• 8. 06 Deep Learning Introduction
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 What Is Deep Learning-1

    7:43

• 9. 07 Introduction to Python (Prerequisite)
  • Build Machine Learning Datasets with Unreal Procedural Generation | 00. Intro To Course And Python

    9:58

  • Build Machine Learning Datasets with Unreal Procedural Generation | 01. Variables

    19:19

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02. Type Conversion Examples

    10:06

  • Build Machine Learning Datasets with Unreal Procedural Generation | 03. Operators

    28:55

  • Build Machine Learning Datasets with Unreal Procedural Generation | 04. Collections

    8:25

  • Build Machine Learning Datasets with Unreal Procedural Generation | 05. List Examples

    19:41

  • Build Machine Learning Datasets with Unreal Procedural Generation | 06. Tuples Examples

    8:37

  • Build Machine Learning Datasets with Unreal Procedural Generation | 07. Dictionaries Examples

    14:26

  • Build Machine Learning Datasets with Unreal Procedural Generation | 08. Ranges Examples

    8:32

  • Build Machine Learning Datasets with Unreal Procedural Generation | 09. Conditionals

    6:43

  • Build Machine Learning Datasets with Unreal Procedural Generation | 10. If Statement Examples

    21:32

  • Build Machine Learning Datasets with Unreal Procedural Generation | 11. Loops

    29:43

  • Build Machine Learning Datasets with Unreal Procedural Generation | 12. Functions

    17:02

  • Build Machine Learning Datasets with Unreal Procedural Generation | 13. Parameters And Return Values Examples

    13:54

  • Build Machine Learning Datasets with Unreal Procedural Generation | 14. Classes And Objects

    34:11

  • Build Machine Learning Datasets with Unreal Procedural Generation | 15. Inheritance Examples

    17:29

  • Build Machine Learning Datasets with Unreal Procedural Generation | 16. Static Members Examples

    11:05

  • Build Machine Learning Datasets with Unreal Procedural Generation | 17. Summary And Outro

    4:09

• 10. 07b Neural Networks Introduction
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 What Is A Neural Network-1

    8:47

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02 What Is Supervised Learning-2

    11:04

  • Build Machine Learning Datasets with Unreal Procedural Generation | 03 How Does A Machine Learning Agent Learn-3

    7:39

  • Build Machine Learning Datasets with Unreal Procedural Generation | 04 How To Prepare Data-4

    8:54

  • Build Machine Learning Datasets with Unreal Procedural Generation | 05 Performance Of A Machine Learning Algorithm-5

    4:15

• 11. 08 Prepare Data For Image Segmentation
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Load Data For Image Segmentation-1

    6:03

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02 Normalize Images-2

    2:40

  • Build Machine Learning Datasets with Unreal Procedural Generation | 03 Load Training Images-3

    7:12

  • Build Machine Learning Datasets with Unreal Procedural Generation | 04 Load Testing Images-4

    4:40

  • Build Machine Learning Datasets with Unreal Procedural Generation | 05 Prepare Data For Image Segmentation-5

    6:27

  • Build Machine Learning Datasets with Unreal Procedural Generation | 06 Visualize Images And Masks-6

    5:22

• 12. 09 Build A Neural Network For Image Segmentation
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 How Do You Build A Neural Network For Image Segmentation-1

    10:05

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02 Set Up A Neural Network-2

    6:38

  • Build Machine Learning Datasets with Unreal Procedural Generation | 03 Build Neural Network Layers-3

    6:35

  • Build Machine Learning Datasets with Unreal Procedural Generation | 03B What Is The Adam Optimizer-4

    6:16

  • Build Machine Learning Datasets with Unreal Procedural Generation | 04 Compile Optimizer And Loss-5

    2:10

• 13. 10 Train And Test Image Segmentation
  • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Build A Mask-1

    1:36

  • Build Machine Learning Datasets with Unreal Procedural Generation | 02 Visualize Model Progress-2

    5:15

  • Build Machine Learning Datasets with Unreal Procedural Generation | 03 Visualize Model Results-3

    13:38

  • Build Machine Learning Datasets with Unreal Procedural Generation | 04 Plot Model Accuracy-4

    7:52

  • Build Machine Learning Datasets with Unreal Procedural Generation | 05 Test The Neural Network-5

    3:39