Artificial Intelligence for Simple Games, Learn how to use powerful Deep Reinforcement Learning and Artificial Intelligence tools on examples of AI simple games!
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Created by Jan Warchocki, Hadelin de Ponteves, Kirill Eremenko, SuperDataScience Team
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What you'll learn
- SOLVE THE TRAVELLING SALESMAN PROBLEM
- Understand and implement Genetic Algorithms
- Get the general AI framework
- Understand how to use this tool to your own projects
- SOLVE A COMPLEX MAZE
- Understand and implement Q-Learning
- Get the right Q-Learning intuition
- Understand how to use this tool to your own projects
- SOLVE MOUNTAIN CAR FROM OPENAI GYM
- Understand and implement Deep Q-Learning
- Build Artificial Neural Networks with Keras
- Use the environments provided in OpenAI Gym
- Understand how to use this tool to your own projects
- SOLVE SNAKE
- Understand and implement Deep Convolutional Q-Learning
- Build Convolutional Neural Networks with Keras
- Understand how to use this tool to your own projects
- Requirements
- High school maths
- Basic knowledge of programming, such as "if" conditions, "for" and "while" loops, etc.
