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[RLlib] CRR documentation #25667

Merged
merged 5 commits into from
Jun 14, 2022
Merged

[RLlib] CRR documentation #25667

merged 5 commits into from
Jun 14, 2022

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kouroshHakha
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Why are these changes needed?

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  • I've run scripts/format.sh to lint the changes in this PR.
  • I've included any doc changes needed for https://docs.ray.io/en/master/.
  • I've made sure the tests are passing. Note that there might be a few flaky tests, see the recent failures at https://flakey-tests.ray.io/
  • Testing Strategy
    • Unit tests
    • Release tests
    • This PR is not tested :(

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@christy christy left a comment

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Nice work, Kourosh!

Need to also add link refs to crr from:

New Algo Org:
Offline RL (put Off-policy Eval here): CRR, BC, MARWIL, CQL, OPE ("importance sampling" and "weighted importance sampling")
Model-free RL (split into off/on policy):
On-policy: APPO, PPO, IMPALA, A2C, A3C, PG
Off-policy: DQN, DDPG, TD3, SAC
Model-based RL: MBMPO, Dreamer
Derivative-free Algos: ES & ARS
RecSys and Bandits (or separate categories): LinUCB, LinTS, SlateQ
Multi-agent: QMIX, AlphaStar, MA-DDPG

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@sven1977 sven1977 left a comment

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Great work @kouroshHakha , thanks for the PR.

@sven1977 sven1977 merged commit 25940cb into ray-project:master Jun 14, 2022
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4 participants