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Classroom Contents
Democratize Machine Learning - ML-Agents Explained
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- 1 Intro
- 2 Machine Learning for Gaming Al
- 3 Unity ML Agents Workflow
- 4 What are Agents?
- 5 How can agents be used in games?
- 6 Set Up Game for Training
- 7 Training Methods
- 8 Reinforcement Learning Process
- 9 Example: Chicken Crossing the Road
- 10 Included ML Agents Training Examples
- 11 3D Balance Ball
- 12 Curriculum Learning
- 13 Multi-Agent Soccer Training
- 14 Curiosity-Driven Exploration
- 15 Pyramids Environment
- 16 External reward only
- 17 Curiosity and external reward
- 18 Machine Learning Inference
- 19 Challenges of Inference - Computation Complexity
- 20 Challenges of Inference - Platforms to support
- 21 Unity Inference Solution
- 22 Unity Labs Inference Engine
- 23 Thank you!