Artificial Intelligence for Simple Games

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.