carlolucibello / deeprlexamples.jl Goto Github PK

Hi @etotheipluspi @Evizero @denizyuret @ilkerkesen @ozanarkancan @sglyon,
I've been writing some deep reinforcement examples using julia and knet and I'm pinging you just to let you know, since i think you might be interested and also since I used some of your code (especially @ilkerkesen's).

Reinforcement learning situation in julia is kind of fragmented, and what could have been the reference package, https://github.com/JuliaML/Reinforce.jl, seems unfinished and unmaintened.

I though It would be nice to have a julia repo with neat examples and as little as possible external dependencies. This repo could be moved to the JuliaML org at a certain point.

Bye,
Carlo

some related julia repos:
https://github.com/ilkerkesen/rl
https://github.com/JuliaML/Reinforce.jl
https://github.com/ozanarkancan/ReinforcementLearning.jl
https://github.com/sisl/DeepRL.jl
https://github.com/JuliaPOMDP/POMDPs.jl
https://github.com/Evizero/ReinforcementLearning.jl
https://github.com/JuliaPOMDP/POMDPReinforce.jl

and discussions:
JuliaML/Reinforce.jl#10
JuliaML/Reinforce.jl#5
JuliaML/Reinforce.jl#2
JuliaPOMDP/POMDPs.jl#142
https://github.com/Evizero/ReinforcementLearning.jl/blob/master/docs/src/devdocs/design.md

• A3C
• A2C
  https://blog.openai.com/baselines-acktr-a2c/
• ACKTR
  https://blog.openai.com/baselines-acktr-a2c/
• DQN
• Double DQN
  https://arxiv.org/abs/1509.06461