Introduction
- Introduction
- Join the H3D Student Community
- What is Learning?
- How to Study This Course
- FAQs
- Machine Learning 101
Genetic Algorithms
- DNA Inspired Data Structures
- Camouflage Training with Genetic Algorithms Part 1
- Camouflage Training with Genetic Algorithms Part 2
- Camouflage Challenge
- Coding Movement with Genes Part 1
- Coding Movement with Genes Part 2
- Distance Challenge
- Note: Unity Versions Might Mess Up Package Imports
- Moving GAs with Senses Part 1
- Moving GAs with Senses Part 2
- Moving GAs with Senses Part 3
- Maze Walking Challenge
- Maze Walking Challenge Solution Part 2
- Not So Flappy Birds Part 1
- Not So Flappy Birds Part 2
- Extra Readings
Perceptrons: The making of a Neural Network
- The Perceptron
- Challenge
- Programming and Training a Perceptron
- Exercise 1
- Exercise 2
- Perceptron Classification
- Perceptron Learning from Experience
- Saving & Loading Perceptron Values
Artificial Neural Networks
- Introduction to Neural Networks
- Programming An Artificial Neural Network Part 1
- Programming An Artificial Neural Network Part 2
- Programming An Artificial Neural Network Part 3
- ANN FAQs
- Working with Activation Functions
- Challenge
- Extra Readings
Neural Networks in Practice
- Developing a Neural Network that Plays Pong Part 1
- Developing a Neural Network that Plays Pong Part 2
- Developing a Neural Network that Plays Pong Part 3
- Challenge
- Gathering Training Data from the Player Part 1
- Gathering Training Data from the Player Part 2
- Training with Player Data Part 1
- A Note to the Astute
- Training with Player Data Part 2
- Training with Player Data Part 3
Reinforcement Learning with the Q-Network
- Reinforcement Learning and Q-Networks
- Training a Neural Network with Q-Learning Part 1
- Training a Neural Network with Q-Learning Part 2
- Training a Neural Network with Q-Learning Part 3
- Challenge
- Extra Readings
ML-Agents
- Read This First
Unity's ML-Agents V0.3 [DEPRECATED]
- Setup
- Training Your First ML-Agent V0.3
- Migrating from V0.2 to V0.3
- ML-Agent's FAQ
- Creating an ML-Agent From Scratch Part 1
- Creating an ML-Agent From Scratch Part 2
- ML-Agents Cheat Sheet
- An Avoiding ML-Agent Part 1
- An Avoiding ML-Agent Part 2
- Challenge
- Top 10 Tips for Neural Network Best Practice
- Environment Sensing ML-Agent
- Rewards
- Goal Seeking Wall Jumping Part 1
- Goal Seeking Wall Jumping Part 2
- Extra Readings
Unity's M-Agents V0.2 [DEPRECIATED]
- About This Section
- Setting up TensorFlow - Starter Files
- Setting up TensorFlow - Windows
- Setting up TensorFlow - Mac
- An Overview of ML-Agents
A Final Word
- Thank you
- Where to Now?
