10 open source projects by JuliaPOMDP

Monte Carlo Tree Search for Markov decision processes using the POMDPs.jl framework

Implementation of the Deep Q-learning algorithm to solve MDPs

MDPs and POMDPs in Julia - An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.

Concise and friendly interfaces for defining MDP and POMDP models for use with POMDPs.jl solvers

Online solver based on Monte Carlo tree search for POMDPs with continuous state, action, and observation spaces.

Value iteration solver for MDPs

Interface for deep reinforcement learning

Examples and Tutorials for POMDPs.jl

Problem models for testing POMDPs.jl

Simple particle filter implementation in Julia - works with POMDPs.jl models or others.