Unreal Image Generation and Segmentation ML with Python
Release date:2022, August
Author:Mammoth Interactive
Skill level:Beginner
Language:English
Exercise files:Yes
What you’ll learn
- Build procedural generation in Unreal
- Save images from screenshots of an Unreal game
- Build an image segementation machine learning model with Python
- Evaluate model results to get segmented image dataset
Requirements
No experience necessary
Discription
Unreal Image Generation and Segmentation ML with Python
Alexandra Kropova is a software developer with extensive experience in full-stack web development, app development and game development. She has helped produce courses for Mammoth Interactive since 2016, including the Coding Interview series in Java, JavaScript, C++, C#, Python and Swift.
When does the course start and finish?
The course starts now and never ends! It is a completely self-paced online course – you decide when you start and when you finish.
How long do I have access to the course?
How does lifetime access sound? After enrolling, you have unlimited access to this course for as long as you like – across any and all devices you own.
What if I am unhappy with the course?
Mammoth Interactive is an online course provider in everything from learning to code to becoming a YouTube star. Mammoth Interactive courses have been featured on Harvard’s edX, Business Insider and more.
Over 11 years, Mammoth Interactive has built a global student community with 1.1 million courses sold. Mammoth Interactive has released over 250 courses and 2,500 hours of video content.
Founder and CEO John Bura has been programming since 1997 and teaching since 2002. John has created top-selling applications for iOS, Xbox and more. John also runs SaaS company Devonian Apps, building efficiency-minded software for technology workers like you.
Who this course is for:
Anyone interested in procedural generation for machine learning
01. 00a Course Overview
01. 01 Project Preview
02. 01B What Youll Need – Unreal Machine Learning
03. 02 What Is Machine Learning
04. 03 Types Of Machine Learning Models
05. 04 What Are Computer Vision And Image Segmentation
02. 00b Unreal Introduction
01. 00 What Is Unreal Engine 5
02. 01 How To Install UE5
03. 02 How To Debug Unreal
03. 01 Build a New Unreal Project
04. 02 Build Random Levels Automatically with Procedural Generation
01. 01 Build A New Unreal Project
02. 02 Build More Tiles
03. 03 Build A Blueprint To Randomly Place Tiles
04. 04 Build A Grid With The Blueprint
05. 05 Get A Random Tile
06. 06 Set Each Tile Position And Rotation
07. 07 Set Each Instance Name
05. 03 Add Realism to the Procedural Level
01. 01 Add Ground Material To Each Tile
02. 02 Add Environment Models
03. 03 Build Flat Materials For Image Segmentation
06. 04 Build a Blueprint to Enter Segmented View
01. 01 Build Input Action
02. 02 Build Press And Release Conditions
03. 03 Build A Materials Data Table
04. 04 Build A Blueprint To Switch Materials
07. 05 Screenshot the Game via Blueprint
01. 01 Screenshot The Game Via Blueprint
02. 02 Make Third Person Character Invisible
08. 06 Deep Learning Introduction
09. 07 Introduction to Python (Prerequisite)
01. 00. Intro To Course And Python
02. 01. Variables
03. 02. Type Conversion Examples
04. 03. Operators
05. 04. Collections
06. 05. List Examples
07. 06. Tuples Examples
08. 08. Ranges Examples
09. 09. Conditionals
10. 10. If Statement Examples
11. 11. Loops
12. 12. Functions
13. 13. Parameters And Return Values Examples
14. 14. Classes And Objects
15. 15. Inheritance Examples
16. 16. Static Members Examples
17. 17. Summary And Outro
10. 07b Neural Networks Introduction
01. 01 What Is A Neural Network
02. 02 What Is Supervised Learning
03. 03 How Does A Machine Learning Agent Learn
04. 04 How To Prepare Data
05. 05 Performance Of A Machine Learning Algorithm
11. 08 Prepare Data For Image Segmentation
01. 01 Load Data For Image Segmentation
02. 02 Normalize Images
03. 03 Load Training Images
04. 04 Load Testing Images
05. 05 Prepare Data For Image Segmentation
06. 06 Visualize Images And Masks
12. 09 Build A Neural Network For Image Segmentation
01. 01 How Do You Build A Neural Network For Image Segmentation
02. 02 Set Up A Neural Network
03. 03 Build Neural Network Layers
04. 03B What Is The Adam Optimizer
05. 04 Compile Optimizer And Loss
13. 10 Train And Test Image Segmentation
01. 01 Build A Mask
02. 02 Visualize Model Progress
03. 03 Visualize Model Results
04. 04 Plot Model Accuracy
05. 05 Test The Neural Network
[Udemy] Unreal Image Generation and Segmentation ML with Python.7z.001.rar
[Udemy] Unreal Image Generation and Segmentation ML with Python.7z.002.rar
[Udemy] Unreal Image Generation and Segmentation ML with Python_Subtitles.7z
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