< Build Machine Learning Datasets with Unreal Procedural Generation

66 casts | 10:24:35 for the total course

created by Mammoth Interactive INC

  • 1. 00a Course Overview
  • 2. 00b Unreal Introduction

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

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

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

  • 3. 01 Build a new Unreal Project

    • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Build A New Unreal Project

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

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

  • 4. 02 Build Random Levels Automatically with Procedural Generation

    • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Build A New Unreal Project-1

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

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

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

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

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

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

  • 5. 03 Add Realism to the Procedural Level

    • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Add Ground Material To Each Tile-1

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

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

  • 6. 04 Build a Blueprint to Enter Segmented View

    • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Build Input Action-1

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

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

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

  • 7. 05 Screenshot the Game via Blueprint

    • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Screenshot The Game Via Blueprint-1

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

  • 8. 06 Deep Learning Introduction

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

  • 9. 07 Introduction to Python (Prerequisite)

    • Build Machine Learning Datasets with Unreal Procedural Generation | 00. Intro To Course And Python

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 10. 07b Neural Networks Introduction

    • Build Machine Learning Datasets with Unreal Procedural Generation | 01 What Is A Neural Network-1

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

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

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

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

  • 11. 08 Prepare Data For Image Segmentation

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

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

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

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

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

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

  • 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

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

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

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

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

  • 13. 10 Train And Test Image Segmentation

    • Build Machine Learning Datasets with Unreal Procedural Generation | 01 Build A Mask-1

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

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

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

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

Build Machine Learning Datasets with Unreal Procedural Generation | 01 Project Preview-1

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