Playing Atari Breakout with Deep Reinforcement Learning

A tutorial on how to make an AI / reinforcement learning agent beating human-level performance in Atari Breakout with Keras and Google Colab (Pro)
Original Paper by Mnih et al. - arxiv.org/abs/...
The Code from the video - github.com/drV...

[@Gordonias]

Would love to see an implementation outside of colab for those of us with local gpu resources :)
Great video though!

[@thalesferraz]

Thanks for sharing!

[@mikejadwin1304]

I was struggling on how to install the correct dependencies from openai gym documentation. How exactly would one know which commands to use for a game other than breakout for example?

[@HarshGhodkar]

Can you give the weights of the model at the end of the training? Facing troubles training it, google collab is crashing

[@drvlasov5543]

Send me an e-mail and I'll send you the trained model
General advice is to reduce the buffer size (150-190 k) and to upgrade to Colab PRO:)

[@amr9059]

It’s a great example RL. What do you think about Knapsack problem? Can RL solve this problem?

[@drvlasov5543]

Thank you! According to Wikipedia, you can do it with dynamic programing :) so it's very close to RL

[@ZephyrineFreiberg]

Are there any methods applying policy gradients to solve this problem?

[@YouWatchGames]

Great Video! Two questions:
Can you somehow send me the trained model?
And how did you get the video, because the only thing I get, is a json containing an empty array under the "video" property.

[@drvlasov5543]

sure, PM me your mail - I'll send the model
if you do exactly what i show - you gonna be able to get the mp4 file

[@YouWatchGames]

Or do you have twitter? I cant find a way to contact you on youtube. Maybe you forgot to add it to the "about" section.

[@drvlasov5543]

@@YouWatchGames I've uploaded the learned model to github!

[@user-zn7rg3wt7i]

Thank u for the great tutorial! May I ask which Python version did u use in this one?

[@drvlasov5543]

3.7.15 (the default one with colab)

[@xanderito-low2409]

Thanks for the video. Am wondering, can this be applied to the game skiing?

[@drvlasov5543]

I actually am not familiar with this game. It depends upon what kind of reward signal and actions are applied.
paperswithcode.com/sota/atari-games-on-atari-2600-skiing
you can look here - it looks like Q-learning is not in the list of solutions