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TensorFlow Unity Beginners Masterclass - Train a Neural Network in a 3D Environment
00a Course Overview
01 Project Preview (3:33)
02 Course Overview (2:44)
Source Files
00b Mammoth Interactive Courses Introduction
00 About Mammoth Interactive (1:12)
01 How To Learn Online Effectively (13:46)
00c Machine Learning Overview
01 What Is Machine Learning (5:26)
02 What Is Deep Learning (7:42)
03 What Is A Neural Network (8:47)
04 What Is Ml-Agents (5:16)
Source Files
00d C# Programming Fundamentals (Prerequisite)
01. Introduction to C# (5:02)
02. Creating a New Project (5:33)
03. Primitive Types (26:19)
-- 03. Source Code
04. Type Conversion (13:03)
-- 04. Source Code
05. Operators (23:40)
-- 05. Source Code
06.01 Classes (17:30)
06.02 Inheritance (15:11)
06.03 Structures (9:15)
06.04 Arrays and Strings (12:21)
06.05 Enumerator (10:37)
-- 06. Source Code
07.01 Statements (9:29)
07.02 Loops (11:11)
07.03 Random & Control Flow (12:33)
-- 07. Source Code
08.01 Types of Arrays (19:40)
08.02 Lists (15:37)
-- 08. Source Code
09.01 Modifying String (23:06)
09.02 Procedural Programmin (8:30)
-- 09. Source Code
10. Date And Time (17:41)
-- 10. Source Code
11.01 Modifying Files (15:21)
11.02 Directories And Path Class (16:03)
-- 11. Source Code
12 Debugging Application (13:55)
-- 12. Source Code
01 Install What You Need
01 Install Unity And A Code Editor (4:06)
02 Build A New Unity Project (7:54)
03 How To Debug (5:54)
Source Files
02 Build a New Unity Project
01 Build A New Project (3:48)
02 Build A 3D Environment With Agent And Target (9:06)
03 How To Debug (2:54)
Source Files
03 Build Machine Learning Agent Behavior
01 Start A New Training Episode (11:50)
02 Collect Observations (4:41)
03 Reward Agent For Finding Target (5:42)
04 Punish Agent's Wrong Move (6:02)
Source Files
04 Connect Agent to Scene
01 Connect Agent To Environment And Target (9:03)
Source Files
05 Train the Brain
01 Define Training Hyperparameters (16:45)
Source Files
06 Show Training Results
01 Build A Graphical User Interface (21:34)
02 Speed Up Training With Duplicate Scenarios (10:21)
Source Files
01 Connect Agent To Environment And Target
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