All modules for which code is available

• mushroom_rl.algorithms.actor_critic.classic_actor_critic.copdac_q
• mushroom_rl.algorithms.actor_critic.classic_actor_critic.stochastic_ac
• mushroom_rl.algorithms.actor_critic.deep_actor_critic.a2c
• mushroom_rl.algorithms.actor_critic.deep_actor_critic.ddpg
• mushroom_rl.algorithms.actor_critic.deep_actor_critic.deep_actor_critic
• mushroom_rl.algorithms.actor_critic.deep_actor_critic.ppo
• mushroom_rl.algorithms.actor_critic.deep_actor_critic.ppo_bptt
• mushroom_rl.algorithms.actor_critic.deep_actor_critic.ppo_rudin
• mushroom_rl.algorithms.actor_critic.deep_actor_critic.sac
• mushroom_rl.algorithms.actor_critic.deep_actor_critic.td3
• mushroom_rl.algorithms.actor_critic.deep_actor_critic.trpo
• mushroom_rl.algorithms.policy_search.black_box_optimization.black_box_optimization
• mushroom_rl.algorithms.policy_search.black_box_optimization.constrained_reps
• mushroom_rl.algorithms.policy_search.black_box_optimization.context_builder
• mushroom_rl.algorithms.policy_search.black_box_optimization.eppo
• mushroom_rl.algorithms.policy_search.black_box_optimization.more
• mushroom_rl.algorithms.policy_search.black_box_optimization.pgpe
• mushroom_rl.algorithms.policy_search.black_box_optimization.reps
• mushroom_rl.algorithms.policy_search.black_box_optimization.rwr
• mushroom_rl.algorithms.policy_search.policy_gradient.enac
• mushroom_rl.algorithms.policy_search.policy_gradient.gpomdp
• mushroom_rl.algorithms.policy_search.policy_gradient.reinforce
• mushroom_rl.algorithms.value.batch_td.boosted_fqi
• mushroom_rl.algorithms.value.batch_td.double_fqi
• mushroom_rl.algorithms.value.batch_td.fqi
• mushroom_rl.algorithms.value.batch_td.lspi
• mushroom_rl.algorithms.value.dqn.abstract_dqn
• mushroom_rl.algorithms.value.dqn.averaged_dqn
• mushroom_rl.algorithms.value.dqn.categorical_dqn
• mushroom_rl.algorithms.value.dqn.double_dqn
• mushroom_rl.algorithms.value.dqn.dqn
• mushroom_rl.algorithms.value.dqn.dueling_dqn
• mushroom_rl.algorithms.value.dqn.maxmin_dqn
• mushroom_rl.algorithms.value.dqn.noisy_dqn
• mushroom_rl.algorithms.value.dqn.quantile_dqn
• mushroom_rl.algorithms.value.dqn.rainbow
• mushroom_rl.algorithms.value.td.double_q_learning
• mushroom_rl.algorithms.value.td.expected_sarsa
• mushroom_rl.algorithms.value.td.maxmin_q_learning
• mushroom_rl.algorithms.value.td.q_lambda
• mushroom_rl.algorithms.value.td.q_learning
• mushroom_rl.algorithms.value.td.r_learning
• mushroom_rl.algorithms.value.td.rq_learning
• mushroom_rl.algorithms.value.td.sarsa
• mushroom_rl.algorithms.value.td.sarsa_lambda
• mushroom_rl.algorithms.value.td.sarsa_lambda_continuous
• mushroom_rl.algorithms.value.td.speedy_q_learning
• mushroom_rl.algorithms.value.td.true_online_sarsa_lambda
• mushroom_rl.algorithms.value.td.weighted_q_learning
• mushroom_rl.approximators.approximator
• mushroom_rl.approximators.parametric.cmac
• mushroom_rl.approximators.parametric.linear
• mushroom_rl.approximators.parametric.networks.actor_network
• mushroom_rl.approximators.parametric.networks.atari_network
• mushroom_rl.approximators.parametric.networks.categorical_network
• mushroom_rl.approximators.parametric.networks.critic_network
• mushroom_rl.approximators.parametric.networks.dueling_network
• mushroom_rl.approximators.parametric.networks.linear_network
• mushroom_rl.approximators.parametric.networks.noisy_network
• mushroom_rl.approximators.parametric.networks.q_network
• mushroom_rl.approximators.parametric.networks.quantile_network
• mushroom_rl.approximators.parametric.networks.rainbow_network
• mushroom_rl.approximators.parametric.networks.recurrent_network
• mushroom_rl.approximators.parametric.torch_approximator
• mushroom_rl.approximators.q_approximator
• mushroom_rl.approximators.table
• mushroom_rl.core.agent
• mushroom_rl.core.array_backend
• mushroom_rl.core.core
• mushroom_rl.core.dataset
• mushroom_rl.core.environment
• mushroom_rl.core.history_manager
• mushroom_rl.core.logger.console_logger
• mushroom_rl.core.logger.data_logger
• mushroom_rl.core.logger.logger
• mushroom_rl.core.logger.video_logger
• mushroom_rl.core.logger.wandb_logger
• mushroom_rl.core.mushroom_object
• mushroom_rl.core.spaces
• mushroom_rl.distributions.distribution
• mushroom_rl.distributions.gaussian
• mushroom_rl.environments.atari
• mushroom_rl.environments.car_on_hill
• mushroom_rl.environments.cart_pole
• mushroom_rl.environments.dm_control_env
• mushroom_rl.environments.finite_mdp
• mushroom_rl.environments.generators.grid_world
• mushroom_rl.environments.generators.simple_chain
• mushroom_rl.environments.generators.taxi
• mushroom_rl.environments.grid_world
• mushroom_rl.environments.gymnasium_env
• mushroom_rl.environments.inverted_pendulum
• mushroom_rl.environments.isaacsim_env
• mushroom_rl.environments.isaacsim_envs.a1_walking
• mushroom_rl.environments.isaacsim_envs.cartpole
• mushroom_rl.environments.isaacsim_envs.honey_badger_walking
• mushroom_rl.environments.isaacsim_envs.silver_badger_walking
• mushroom_rl.environments.lqr
• mushroom_rl.environments.minigrid_env
• mushroom_rl.environments.mujoco
• mushroom_rl.environments.mujoco_envs.air_hockey.base
• mushroom_rl.environments.mujoco_envs.air_hockey.defend
• mushroom_rl.environments.mujoco_envs.air_hockey.double
• mushroom_rl.environments.mujoco_envs.air_hockey.hit
• mushroom_rl.environments.mujoco_envs.air_hockey.prepare
• mushroom_rl.environments.mujoco_envs.air_hockey.repel
• mushroom_rl.environments.mujoco_envs.air_hockey.single
• mushroom_rl.environments.mujoco_envs.ant
• mushroom_rl.environments.mujoco_envs.ball_in_a_cup
• mushroom_rl.environments.mujoco_envs.half_cheetah
• mushroom_rl.environments.mujoco_envs.hopper
• mushroom_rl.environments.mujoco_envs.panda
• mushroom_rl.environments.mujoco_envs.peg_insertion
• mushroom_rl.environments.mujoco_envs.pick
• mushroom_rl.environments.mujoco_envs.push
• mushroom_rl.environments.mujoco_envs.reach
• mushroom_rl.environments.mujoco_envs.walker_2d
• mushroom_rl.environments.omni_isaac_gym_env
• mushroom_rl.environments.puddle_world
• mushroom_rl.environments.pybullet
• mushroom_rl.environments.pybullet_envs.air_hockey.base
• mushroom_rl.environments.pybullet_envs.air_hockey.defend
• mushroom_rl.environments.pybullet_envs.air_hockey.hit
• mushroom_rl.environments.pybullet_envs.air_hockey.prepare
• mushroom_rl.environments.pybullet_envs.air_hockey.repel
• mushroom_rl.environments.pybullet_envs.air_hockey.single
• mushroom_rl.environments.segway
• mushroom_rl.environments.ship_steering
• mushroom_rl.features.basis.fourier
• mushroom_rl.features.basis.gaussian_rbf
• mushroom_rl.features.basis.polynomial
• mushroom_rl.features.features
• mushroom_rl.features.tensors.basis_tensor
• mushroom_rl.features.tensors.constant_tensor
• mushroom_rl.features.tensors.random_fourier_tensor
• mushroom_rl.features.tiles.tiles
• mushroom_rl.features.tiles.voronoi
• mushroom_rl.policy.deterministic_policy
• mushroom_rl.policy.dmp
• mushroom_rl.policy.gaussian_policy
• mushroom_rl.policy.noise_policy
• mushroom_rl.policy.policy
• mushroom_rl.policy.promps
• mushroom_rl.policy.stateful_torch_policy
• mushroom_rl.policy.td_policy
• mushroom_rl.policy.torch_policy
• mushroom_rl.policy.vector_policy
• mushroom_rl.rl_utils.eligibility_trace
• mushroom_rl.rl_utils.optimizers
• mushroom_rl.rl_utils.parameters
• mushroom_rl.rl_utils.preprocessors
• mushroom_rl.rl_utils.replay_memory.prioritized_replay_memory
• mushroom_rl.rl_utils.replay_memory.replay_memory
• mushroom_rl.rl_utils.replay_memory.sequence_replay_memory
• mushroom_rl.rl_utils.running_stats
• mushroom_rl.rl_utils.value_functions
• mushroom_rl.rl_utils.variance_parameters
• mushroom_rl.solvers.car_on_hill
• mushroom_rl.solvers.dynamic_programming
• mushroom_rl.solvers.lqr
• mushroom_rl.utils.angles
• mushroom_rl.utils.features
• mushroom_rl.utils.minibatches
• mushroom_rl.utils.numerical_gradient
• mushroom_rl.utils.plot
• mushroom_rl.utils.record
• mushroom_rl.utils.torch_distributions
• mushroom_rl.utils.torch_training
• mushroom_rl.utils.viewer