statisticalRL-learners 2.2507

Learners for the Statistical Reinforcement Learning project

Learners

Learning Agents for Statistical Reinforcement Learning

Installation

pip install statisticalRL-learners

Test

You need to install statisticalRL-environments and statisticalRL-experiments before testing.

pip install statisticalRL-environments
pip install statisticalRL-experiments

List of learners:

Random
Human
Uniform

MABs:
    MABOracle
    FTL
    UCB
    TS
    IMED
    BESA
MDPs_dicrete:
    MDPOracle
    QLearning
    AdaQLearning
    IMED-RL
    KL-UCRL
    MED-RL
    PSRL
    UCRL2
    UCRL2.2
    UCRL2B
    UCRL2B-detR
    UCRL3
    UCRL3-lazy
    Known dynamics:
        IMED-KD
        PSRL-KD
        TS-KD
        UCB-KD
        UCRL3-KD
        UCRL3-KD-lazy
    Equivalence structure:
        CUCRL
        CUCRL-detR
        UCRL_SA_oracle
        UCRL_SA

Usage

You can run an instance of a learner on an environment from StatisticalRL library.