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Build a Game AI - Machine Learning for Hackers #3

Siraj Raval

768K subscribers • 9 videos on Hallway

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  • Recommended by 1 person: 1 in engineering communities.
  • Presented by Siraj Raval
  • Linked in the descriptionllSourcell/Game-AI
  • May be out of date. The tools, versions or practices it shows have likely moved on.

Beginner. No background in the topic needed.

116K views10 years ago1 recommendation

AI and machine learningGame developmentPythonReinforcement learningNeural networks and deep learning

Siraj Raval demonstrates how to train a reinforcement learning agent to play Atari games using OpenAI Gym and TensorFlow.

This video will get you up and running with your first game AI in just 10 lines of Python. The AI can theoretically learn to master any game you train it on, but has only been tested on 2D Atari games so far. The code for this video is here: github.com/llSourcell/Game-AI I created a Slack channel for us, sign up here: wizards.herokuapp.com/ Tensorflow install instructions here: tensorflow.org/versions/r0.8/get_started/os_setup.html#pip-i… Gym install instructions here: gym.openai.com/docs Great course on the brain (I really love this course): mcb80x.org/ Original Deep Q Learner Paper: cs.toronto.edu/~vmnih/docs/dqn.pdf Lots of info on convolutional neural networks: cs231n.github.io/convolutional-networks/ Lots of info on reinforcement learning: nervanasys.com/demystifying-deep-reinforcement-learning/ I'm a fan of www.fomoro.com for cloud GPU computing since they are the only free-to-try cloud GPU provider I could find. Let me know if you find another! I love you guys! Thanks for watching my videos, I do it for you. I left my awesome job at Twilio and I'm doing this full time now. I recently created a Patreon page. If you like my videos, feel free to help support my effort here!: patreon.com/user?ty=h&u=3191693 Much more to come so please subscribe, like, and comment. Follow me: Twitter: twitter.com/sirajraval Facebook: facebook.com/sirajology Instagram: instagram.com/sirajraval/ Instagram: instagram.com/sirajraval/ Signup for my newsletter for exciting updates in the field of AI: goo.gl/FZzJ5w Hit the Join button above to sign up to become a member of my channel for access to exclusive content! Join my AI community: chatgptschool.io/ Sign up for my AI Sports betting Bot, WagerGPT! (500 spots available): wagergpt.xyz

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Build a Game AI - ML for Hackers #3