Writing tutorial for `deep reinforcement learning implementation with pytorch from scratch`#1104

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hahas94 wants to merge 43 commits intoFarama-Foundation:mainfrom hahas94:tutorial

+1,095

Commits on Dec 10, 2023

Defining tutorial structure, as well as starting with code implmenetation.
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Commits on Dec 11, 2023

Continuing with implementation of replay memory and testing its correctness.
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Commits on Jan 5, 2024

Commits on Feb 13, 2024

Merge remote-tracking branch 'upstream/main' into tutorial
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Commits on Feb 16, 2024

Commits on Feb 20, 2024

Commits on Mar 20, 2024

Commits on Mar 26, 2024

Commits on Apr 6, 2024

Merge remote-tracking branch 'upstream/main' into tutorial
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Performing some cleaning in documentation, typing etc.
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Commits on Apr 16, 2024

Merge remote-tracking branch 'upstream/main' into tutorial
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Commits on Apr 17, 2024

Merge remote-tracking branch 'upstream/main' into tutorial
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Further implementing visualization functions, as well as cleaning up where necessary.
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Commits on Apr 18, 2024

Merge remote-tracking branch 'upstream/main' into tutorial
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Further developing visualization function for new metrics, as well as simplifying the agent class where necessary.
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Commits on Apr 26, 2024

Commits on May 24, 2024

Commits on Jun 2, 2024

Merge remote-tracking branch 'upstream/main' into tutorial
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Fixing one bug in the Agent class and making some small changes.
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Commits on Jun 3, 2024

Made hyperparameters a dataclass instead of namedtuple for easier defaulting. Replaced replay memory with a list-based one instead of pre-initialized numpy arrays. Started to use FrameStack for eve…
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Commits on Jun 30, 2024

Merge remote-tracking branch 'upstream/main' into tutorial
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Correcting spelling in to_tensor() function and changing structure.
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Updating create_env function to do what it is supposed to do only.
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Updating docs in parallel_training() and visualize_performance() functions.
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Replacing replay memory class with a simpler one.
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Decoupling agent and network, creating a separate class for the network, and modifying the agent class accordingly.
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Updating the train() function to match the changes in the agent class and create_env() function, as well as restructuring the code.
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Updating docs for the random_agent_play() function.
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Adding new results, as well as some other smaller changes.
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Commits on Jul 1, 2024

Restructuring the file, adding text, and fixing small documentation problems and spellings, etc.
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Adding new results visualizations and updating old ones.
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Merge remote-tracking branch 'upstream/main' into tutorial
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Commits on Jul 9, 2024

Merge remote-tracking branch 'upstream/main' into tutorial
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Addressing review comments.
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Commits on Jul 13, 2024

Merge remote-tracking branch 'upstream/main' into tutorial
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Addressing review comment.
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