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
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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
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
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
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
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
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
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
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 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
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
AI Agent that learns to play Snake with Reinforcement Learning using a Deep Q-Network (SARSA, Q-Learning and Expected SARSA)
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Apr 27, 2021 - Python
Implementation of TD Learning algorithms for Drone Parrot for TCS Project
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May 10, 2021 - Python
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