async_learning.hpp File Reference

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Classes
class	AsyncLearning< WorkerType, EnvironmentType, NetworkType, UpdaterType, PolicyType >
	Wrapper of various asynchronous learning algorithms, e.g. More...
class	NStepQLearningWorker< EnvironmentType, NetworkType, UpdaterType, PolicyType >
	Forward declaration of NStepQLearningWorker. More...
class	OneStepQLearningWorker< EnvironmentType, NetworkType, UpdaterType, PolicyType >
	Forward declaration of OneStepQLearningWorker. More...
class	OneStepSarsaWorker< EnvironmentType, NetworkType, UpdaterType, PolicyType >
	Forward declaration of OneStepSarsaWorker. More...

Namespaces
	mlpack
	Linear algebra utility functions, generally performed on matrices or vectors.
	mlpack::rl

Typedefs
template < typename EnvironmentType , typename NetworkType , typename UpdaterType , typename PolicyType >
using	NStepQLearning = AsyncLearning< NStepQLearningWorker< EnvironmentType, NetworkType, UpdaterType, PolicyType >, EnvironmentType, NetworkType, UpdaterType, PolicyType >
	Convenient typedef for async n step q-learning. More...
template < typename EnvironmentType , typename NetworkType , typename UpdaterType , typename PolicyType >
using	OneStepQLearning = AsyncLearning< OneStepQLearningWorker< EnvironmentType, NetworkType, UpdaterType, PolicyType >, EnvironmentType, NetworkType, UpdaterType, PolicyType >
	Convenient typedef for async one step q-learning. More...
template < typename EnvironmentType , typename NetworkType , typename UpdaterType , typename PolicyType >
using	OneStepSarsa = AsyncLearning< OneStepSarsaWorker< EnvironmentType, NetworkType, UpdaterType, PolicyType >, EnvironmentType, NetworkType, UpdaterType, PolicyType >
	Convenient typedef for async one step Sarsa. More...

Detailed Description

Author

Shangtong Zhang

This file is the definition of AsyncLearning class, which is wrapper for various asynchronous learning algorithms.

mlpack is free software; you may redistribute it and/or modify it under the terms of the 3-clause BSD license. You should have received a copy of the 3-clause BSD license along with mlpack. If not, see http://www.opensource.org/licenses/BSD-3-Clause for more information.

Definition in file async_learning.hpp.