neurodata / ProgLearn

NeuroData's package for exploring and using progressive learning algorithms
https://proglearn.neurodata.io
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Add Progressive Reinforcement Capabilities (potentially via Q-Learning) #289

Open levinwil opened 3 years ago

levinwil commented 3 years ago

Is your feature request related to a problem? Please describe. We would like to devise a Reinforcement approach that leverages progressive learning to improve its in-task predictions in mapping states to actions.

Describe the solution you'd like Treat Q-Learning as a classification problem (where a network or forest replaces the state to action map) and continue as normal.

Here's a tutorial for Q-Learning in Keras for reference: https://keras.io/examples/rl/deep_q_network_breakout/

Describe alternatives you've considered None considered, but there are potentially more reinforcement learning approaches we could try

sparthib commented 3 years ago

I am interested in this issue. @javierhow is willing to help.

shoulton commented 2 years ago

I'm interested in this issue if it's available

mordred-skywalker commented 2 years ago

I'm also interested in the issue.