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Friday, December 24, 2021
Build an Mario AI Model with Python | Gaming Reinforcement Learning
Teach AI to play Super Mario In this video you'll learn how to: Setup a Mario Environment Preprocess Mario for Applied Reinforcement Learning Build a Reinforcement Learning model to play Mario Take a look at the final results Get the code: https://github.com/nicknochnack/MarioRL Links: Super Mario RL: https://pypi.org/project/gym-super-mario-bros/ Nes Py: https://pypi.org/project/nes-py/ OpenAI Gym: https://gym.openai.com/ PyTorch: https://pytorch.org/get-started/locally/ PPO Algorithm: https://stable-baselines3.readthedocs.io/en/master/modules/ppo.html Intro to RL Loss: https://spinningup.openai.com/en/latest/spinningup/rl_intro3.html 0:00 - Start 0:18 - Introduction 0:44 - Explainer 1:58 - Client Interview 1 2:02 - Animation 1 2:30 - Tutorial Start 3:22 - Setting Up Mario 10:44 - Running the Game 18:26 - Understanding the Mario State and Reward 20:44 - Client Interview 2 21:38 - Preprocessing the Environment 26:22 - Installing the RL Libraries 31:11 - Applying Grayscaling 35:32 - Applying Vectorization 36:56 - Applying Frame Stacking 42:46 - Client Conversation 3 43:05 - Animation 3 44:00 - Importing the PPO Algorithm 47:33 - Setting Up the Training Callback 50:13 - Creating a Mario PPO Model 55:30 - Training the Reinforcement Learning Model 1:02:40 - Client Conversation 4 1:02:56 - Animation 4 1:04:01 - Loading the PPO Model 1:06:10 - Using the AI Model 1:15:56 - Client Conversation 5 1:16:37 - Ending Oh, and don't forget to connect with me! LinkedIn: https://bit.ly/324Epgo Facebook: https://bit.ly/3mB1sZD GitHub: https://bit.ly/3mDJllD Patreon: https://bit.ly/2OCn3UW Join the Discussion on Discord: https://bit.ly/3dQiZsV Happy coding! Nick P.s. Let me know how you go and drop a comment if you need a hand! #ai #python
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