SARSA, Q-Learning, Expected SARSA, SARSA(λ) and Double Q-learning Implementation and Analysis
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Aug 19, 2019 - Python
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expected-sarsa
Here are 26 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
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Sep 18, 2024 - Python
Autonomous Navigation of MAVs using Reinforcement Learning algorithms
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Jul 19, 2020 - Python
An a bias-variance tradeoff of Sarsa vs. Expected Sarsa with experiments.
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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
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Oct 18, 2020 - 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
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Nov 21, 2020 - C++
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
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Oct 20, 2021 - Jupyter Notebook
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
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May 26, 2020 - Python
A comparative framework for analyzing reinforcement learning algorithms in a custom Hill Climb Racing environment. It implements PPO, DQN, and Expected SARSA, supporting neural network, linear and polynomial function approximators.
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Jul 28, 2025 - 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
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Nov 16, 2022 - Python
Neural Expect Sarsa Reinforcement Learning Agent for Snake
opencv reinforcement-learning deep-learning neural-network snake-game expected-sarsa adam-optimizer snake-ai
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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
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Oct 30, 2023 - 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.
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Sep 18, 2023 - Jupyter Notebook
This project uses Reinforcement Learning (RL) to develop an automated insulin delivery system. The goal is to maintain blood glucose levels within a healthy range for individuals with type 1 diabetes by simulating food intake and administering appropriate insulin doses.
bioinformatics reinforcement-learning qlearning ql control-systems reinforce expected-sarsa pid-controller insulin-dosage sarsa-learning
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Jul 5, 2025 - 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
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Dec 14, 2020 - Jupyter Notebook
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
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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
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Apr 20, 2022 - Jupyter Notebook
This repo contains python implementation to the cliff walking problem from RL Introduction by Sutton & Barto Example 6.6.
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Jan 23, 2022 - Python
Reinforcement Learning (COMP 579) Project
reinforcement-learning q-learning sarsa function-approximation expected-sarsa td-learning tabular-reinforcement-learning
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Aug 5, 2023 - Jupyter Notebook
Implementation of TD Learning algorithms for Drone Parrot for TCS Project
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May 10, 2021 - Python
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