SARSA, Q-Learning, Expected SARSA, SARSA(λ) and Double Q-learning Implementation and Analysis
-
Updated
Aug 19, 2019 - Python
#
expected-sarsa
Here are 25 public repositories matching this topic...
Implementations of various RL and Deep RL algorithms in TensorFlow, PyTorch and Keras.
reinforcement-learning tensorflow monte-carlo keras deep-reinforcement-learning q-learning torch policy-gradient sarsa pg ddpg expected-sarsa actor-critic deep-q-learning deep-deterministic-policy-gradient dql open-ai-gym double-q-learning tabular-methods td-0
-
Updated
Sep 18, 2024 - Python
Autonomous Navigation of MAVs using Reinforcement Learning algorithms
-
Updated
Jul 19, 2020 - Python
An a bias-variance tradeoff of Sarsa vs. Expected Sarsa with experiments.
-
Updated
Feb 10, 2017 - Jupyter Notebook
This repository has RL algorithms implemented using python
reinforcement-learning q-learning sarsa hacktoberfest expected-sarsa monte-carlo-methods rl-algorithms q-learning-vs-sarsa hacktoberfest2020 epsilon-greedy-exploration double-sarsa double-expected-sarsa gradient-bandits
-
Updated
Oct 18, 2020 - Jupyter Notebook
Solving Markov Decision Process using Value Iteration and Policy Iteration, SARSA, Expected SARSA and Q-Learning
q-learning markov-decision-processes policy-iteration value-iteration expected-sarsa sarsa-learning dyna-q
-
Updated
Oct 20, 2021 - Jupyter Notebook
A reinforcement learning framework for the game of Nim.
reinforcement-learning q-learning dqn sarsa dynamic-programming policy-iteration value-iteration expected-sarsa monte-carlo-methods double-q-learning temporal-difference-learning double-sarsa double-expected-sarsa n-step-bootstrapping n-step-sarsa n-step-expected-sarsa off-policy-n-step-sarsa off-policy-n-step-expected-sarsa n-step-tree-backup
-
Updated
Nov 21, 2020 - C++
Various fundamental reinforcement learning algorithms implemented from scratch
python reinforcement-learning q-learning reinforcement-learning-algorithms sarsa expected-sarsa temporal-differencing-learning dyna-q prioritized-sweeping
-
Updated
May 26, 2020 - Python
Reversi game with multiple reinforcement learning algorithms.
reinforcement-learning q-learning reversi mcts othello sarsa expected-sarsa sarsa-lambda double-q-learning value-itera value-function-approximation
-
Updated
Nov 16, 2022 - Python
Reinforcement Learning (COMP 579) Project
reinforcement-learning q-learning sarsa function-approximation expected-sarsa td-learning tabular-reinforcement-learning
-
Updated
Aug 5, 2023 - Jupyter Notebook
|| Studying RL the hard way || Implementation of Important Algorithms in PyTorch from "Reinforcement Learning an Introduction" by Sutton and Barto along with RL papers
reinforcement-learning qlearning deep-reinforcement-learning pytorch artificial-intelligence dqn policy-gradient expected-sarsa qlearning-algorithm actor-critic-algorithm dqn-pytorch sarsa-algorithm rl-book sutton-barto-book policy-gradient-with-baseline actor-critic-pytorch reinforcement-learning-an-introduction
-
Updated
Dec 12, 2024 - Python
Advanced RL algorithms for two simplified versions of chess. Shortest Path finds the minimal moves between two cells based on piece capabilities. Capture Pieces trains against random opponents aiming for maximal captures in set moves. Features Deep Q-Learning, Policy Iteration, TD and more.
-
Updated
Sep 18, 2023 - Jupyter Notebook
Using deep expected sarsa with tensorflow to solve the lunar lander problem with hyperparameter tuning and results analysis
reinforcement-learning epsilon-greedy boltzmann-exploration hyperparameter-tuning expected-sarsa lunar-lander tensorflow2 softmax-exploration
-
Updated
Dec 14, 2020 - Jupyter Notebook
This repo contains python implementation to the cliff walking problem from RL Introduction by Sutton & Barto Example 6.6.
-
Updated
Jan 23, 2022 - Python
Some of my solutions of the exercises and all my projects of the Udacity Deep Reinforcement Learning Nanodegree https://www.udacity.com/course/deep-reinforcement-learning-nanodegree--nd893
python udacity deep-reinforcement-learning pytorch dqn udacity-nanodegree ddpg expected-sarsa unity-ml-agents maddpg udacity-deep-reinforcement-learning
-
Updated
Mar 24, 2023 - Python
Implementation of Q-Learning and Expected SARSA algorithms to solve the Text-Flappy-Bird game
reinforcement-learning hyperparameter-tuning expected-sarsa qlearning-algorithm reinforcement-learning-agent reinforcement-learning-environments
-
Updated
Apr 20, 2022 - Jupyter Notebook
Neural Expect Sarsa Reinforcement Learning Agent for Snake
opencv reinforcement-learning deep-learning neural-network snake-game expected-sarsa adam-optimizer snake-ai
-
Updated
Jan 1, 2024 - Python
First task for my Reinforcement Learning class in Deusto. The research paper the main RL algorithms applied on the Frozen Lake env provided by GymOpenAI. Paper is avaible at:
reinforcement-learning qlearning monte-carlo reinforcement-learning-algorithms sarsa expected-sarsa reinforcement-learning-environments tabular-methods
-
Updated
Oct 30, 2023 - Python
Implementation of TD Learning algorithms for Drone Parrot for TCS Project
-
Updated
May 10, 2021 - Python
Exercise and assignments of Deep Reinforcement Learning Nanodegree Program offered by Udacity
machine-learning reinforcement-learning machine-learning-algorithms deep-reinforcement-learning q-learning python3 udacity-nanodegree function-approximation expected-sarsa temporal-differencing-learning sarsa-learning sutton-gambler sutton-book sutton-gridworld
-
Updated
Mar 3, 2019 - Jupyter Notebook
Improve this page
Add a description, image, and links to the expected-sarsa topic page so that developers can more easily learn about it.
Add this topic to your repo
To associate your repository with the expected-sarsa topic, visit your repo's landing page and select "manage topics."