optuna hyperparametertuning and wrap up

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We use Optuna to find best environment parameters for a well performing model - how many framestack, frameskips, which exact environment number.

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I started ML just recently so i wasn't able to grasp most of it, but i can tell you teach really well. sir i have a question could your share a proper roadmap to learn ML and from where too. i would appreciate if you help.

rajputup
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Nice demo! Per the issues with comparing apples to apples at the beginning of the video with v4 vs v5 breakout envs, did you try frameskip=1 to essentially turn off frame skipping on v5? env = gym.make('ALE/Breakout-v5', render_mode="human", frameskip=1) This seems to mean one action per frame (no stickiness in that case) - frameskip is a bit of a misnomer and more like frames_per_action.

DavidClicquennoi