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Artificial Intelligence for Simple Games

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.
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