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zhm-real f7a2228cd7 update RRT 5 anni fa
.idea 022d9f4727 update 5 anni fa
Model-free Control 5f8ba1601f regulate format 5 anni fa
Sampling-based Planning f7a2228cd7 update RRT 5 anni fa
Search-based Planning f7a2228cd7 update RRT 5 anni fa
Stochastic Shortest Path 5f8ba1601f regulate format 5 anni fa
LICENSE ae02c14de5 Create LICENSE 5 anni fa
README.md e9a57e0b88 Update README.md 5 anni fa

README.md

Directory Structure

.
└── Search-based Planning
    ├── bfs.py                                  # breadth-first
    ├── dfs.py                                  # depth-first
    ├── dijkstra.py                             # dijkstra
    ├── a_star.py                               # a*
    ├── queue.py                                # FIFO, FILO, Priority queues
    ├── env.py                                  # environment: grid world, motions
    └── plotting.py                             # animation
└── Stochastic Shortest Path
    ├── value_iteration.py                      # value iteration
    ├── policy_iteration.py                     # policy iteration
    ├── Q-value_iteration.py                    # Q-value iteration
    └── Q-policy_iteration.py                   # Q-policy iteration
└── Model-free Control
    ├── Sarsa.py                                # SARSA : on-policy TD control
    └── Q-learning.py                           # Q-learning : off-policy TD control
└── Sampling-based Planning

Animations

Dijkstra's & A*

  • Blue: starting state
  • Green: goal state
dijkstra
Astar

Value/Policy/Q-value/Q-policy Iteration

  • Brown: losing states
    value iteration
    value iteration

SARSA(on-policy) & Q-learning(off-policy)

  • Brown: losing states
    value iteration
    value iteration

License

MIT License