Madhu009/Deep-math-machine-learning.ai

A blog which talks about machine learning, deep learning algorithms and the Math. and Machine learning algorithms written from scratch.

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AgentMaker/Paddle-RLBooks

Paddle-RLBooks is a reinforcement learning code study guide based on pure PaddlePaddle.

Language: Python - Size: 14.1 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 110 - Forks: 13

chauvinSimon/Reinforcement-Learning-for-Decision-Making-in-self-driving-cars

Reinforcement-Learning-for-Decision-Making-in-self-driving-cars

Language: Python - Size: 25.8 MB - Last synced at: 11 months ago - Pushed at: almost 7 years ago - Stars: 103 - Forks: 31

iisys-hof/map-matching-2

High Performance Map Matching with Markov Decision Processes (MDPs) and Hidden Markov Models (HMMs).

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callmespring/RL-short-course

Reinforcement Learning Short Course

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iamjagdeesh/Artificial-Intelligence-Pac-Man

CSE 571 Artificial Intelligence

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linesd/tabular-methods

Tabular methods for reinforcement learning

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xgkkk/shortest-paths-RL

Using reinforcement learning to find the shortest paths.

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madupite/madupite

a High-Performance Distributed Solver for Large-Scale Markov Decision Processes (MDP) relying on Inexact Policy Iteration; for Python and C++

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moripiri/Reinforcement-Learning-on-FrozenLake

Reinforcement Learning Algorithms in FrozenLake-v1

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tirthajyoti/RL_basics

Basic Reinforcement Learning algorithms

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hvishal512/CS6700-Reinforcement-Learning

Artificial Intelligence series

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alwaysbyx/Optimization-and-Search

Implementation and visualization (some demos) of search and optimization algorithms.

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aaksham/frozenlake

Value & Policy Iteration for the frozenlake environment of OpenAI

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akshaykhadse/reinforcement-learning

Implementations of basic concepts dealt under the Reinforcement Learning umbrella. This project is collection of assignments in CS747: Foundations of Intelligent and Learning Agents (Autumn 2017) at IIT Bombay

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svpino/cs7641-assignment4

CS7641 - Machine Learning - Assignment 4 - Markov Decision Processes

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mgiannopoulos24/Artificial-Intelligence

Solutions for the Projects of the Artificial Intelligence (CS 188) course of UC Berkeley

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Simuschlatz/AlphaBing

♟️ A combination of Reinforcement Learning and Alpha-Beta Search in Chinese chess

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antonio-f/Dynamic-Programming

Algorithms for Policy Evaluation, Estimation of Action Values, Policy Improvement, Policy Iteration, Truncated Policy Evaluation, Truncated Policy Iteration, Value Iteration . From Udacity's Deep Reinforcement Learning Nanodegree program.

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waqasqammar/MDP-with-Value-Iteration-and-Policy-Iteration

Value Iteration and Policy Iteration to solve MDPs

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shehio/ReinforcementLearning

Reinforcement Learning algorithms with nothing abstracted away

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yusme/LSPI

Least-Squares Policy Iteration

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nicoRomeroCuruchet/DynamicProgramming

Policy Iteration for Continuous Dynamics

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alextzik/reinforcement_learning-2021

Implementation of various reinforcement learning algorithms in examples obtained from the book "Reinforcement Learning: An Introduction, by Sutton and Barto".

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KHvic/Markov-Decision-Process-Value-Iteration-Policy-Iteration-Visualization

Computing an optimal Markov Decision Process (MDP) policy with Value Iteration and Policy Iteration

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CEDL2017/homework2-MDPs

The homework for Cutting-Edge of Deep Learning, aka CEDL, from NTHU

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ariankhanjani/Frozen-Lake-Openai-Gym

Implementation of RL Algorithms in Openai Gym Frozen-Lake Environment

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ZikangZhou/nim_rl

A reinforcement learning framework for the game of Nim.

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prakHr/Reinforcement-Learning-Book

[Book] :- Andrea Lonza - Reinforcement Learning Algorithms with Python_ Learn, understand, and develop smart algorithms for addressing AI challenges-Packt Publishing (2019)

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thunderInfy/JacksCarRental

Jack's Car Rental problem and its variant as mentioned in Example 4.2 and Exercise 4.3 respectively of the book by Sutton and Barto (Reinforcement Learning: An Introduction, Second Edition)

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Breakend/ValuePolicyIterationVariations

Experiments testing variants of Value and Policy iterations.

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Elktrn/Reinforcement-Learning-solving-a-simple-4by4-Gridworld-using-policy-iteration-in-python

solving a simple 4*4 Gridworld almost similar to openAI gym frozenlake using value iteration method Reinforcement Learning

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Pegah-Ardehkhani/Reinforcement-Learning-Algorithms-from-Scratch

Explore key RL algorithms with detailed explanations and fully commented Python code implementations

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PeeteKeesel/Basic-RL-Algorithms

:robot: Implementation and short explanation of basic RL algorithms, reproducing the simulations from Andrej Kaparthy's REINFORCEjs library.

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Atul-Acharya-17/Markov-Decision-Process

Solving Markov Decision Process using Value Iteration and Policy Iteration, SARSA, Expected SARSA and Q-Learning

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OleguerCanal/RL-algorithms

Numpy & Keras based re-implementation of basic RL-algorithms: DP, VI, PI, SARSA, Q-Learning, DQN

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ShreeshaN/ReinforcementLearningTutorials

This repo contains implementations of algorithms such a Q-learning, SARSA, TD, Policy gradient

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zyxue/rljs

RLjs currently serves as an interactive playground for learning reinforcement learning.

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Chaoukia/Reinforcement-Learning-course

A Reinforcement Learning course with classic examples of agents trained on gym environments.

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lukasmyth96/Piggy

Using Value Iteration and Policy Iteration to discover the optimal solution for the strategic dice game PIG. Ultimately interested in whether the optimal solution can be reached through self-play alone.

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luke-davidson/ReinforcementLearning

Programming assignments completed for my Reinforcement Learning course: Topics include Bandit Algorithms, Dynamic Programming, policy iteration, Monte-Carlo methods, SARSA, Q-Learning, Dyna-Q/Dyna-Q+, gradient control methods, state aggregation methods, and Deep Q-Learning Networks (DQNs).

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nicolaloi/Dynamic-Programming-and-Optimal-Control

Infinite horizon policy optimization for drone navigation. Graded project for the ETH course "Dynamic Programming and Optimal Control".

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nima-siboni/narrow-corridor-ai

A reinforcement learning project for crowd-dynamics in a very narrow corridor

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Kytabyte/rl-playground

Implementation and experiments of reinforcement learning algorithms in CS885 @ UW

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Prakhar-FF13/Reinforcement-Learning-With-Python

Reinforcement Learning Notebooks

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akaAlbo/deeprlbootcamp

Solution to the Deep RL Bootcamp labs from UC Berkeley

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Jonomist/policy_consultation Fork of consuldemocracy/consuldemocracy 📦

A digital policy consultation across a nation as a Rails App with two key elements: (a) a ‘collaborative policy-writing’ tool (b) a Facebook messenger bot. The consultation will be live for one month, after which the insight, feedback, and deliberation will be consolidated, integrated, and built into a revised citizen-driven national vision.

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cschen1205/cs-reinforcement-learning

Reinforcement Learning such as Q-Learn SARSA, lambda, policy iteration implemented in .NET

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victor-iyi/navigating-a-virtual-world-using-dynamic-programming

A reinforcement learning agent navigating the OpenAI's FrozenLake environment

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TheUnsolvedDev/ReinforcementLearning

Repository containing basic algorithm applied in python.

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GiacomoCorradini/orc

Repository of the course "Optimisation Based Robot Control"

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SiavashShams/Intelligent-Systems-Projects

Projects for the Intelligent Systems course

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akjayant/Coding_Reinforcement_Learning

Implementation of basic RL steps and algorithms - Dynamic Programming approach, Monte-Carlo approach, DQN on Atari, Policy Gradient - Reinforce with baseline, Actor Critic (A2C)

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bhparijat/Parallel-Reinforcement-Learning

Parallel Implementation of RL Algorithms

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victor-iyi/simple-Q-network

A Q Learning Reinforcement agent using a simple feed forward neural net.

Language: Python - Size: 50.8 KB - Last synced at: about 1 year ago - Pushed at: over 7 years ago - Stars: 2 - Forks: 1

tomasort/MDP_Solver

Simple program to solve Markov Decision Processes using policy iteration and value iteration.

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ostad-ai/Reinforcement-Learning

This repository is about Reinforcement Learning (RL) and related topics

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bmarroc/reinforcement-learning

Jupyter notebooks implementing Reinforcement Learning algorithms in Numpy and Tensorflow

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JasonSloan/RL-Algrithoms-Reimplementation

Reinforcement Learning Implementation Inspired by Bilibili Professor Zhao Shiyu's Lecture at Westlake University

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ossef/MDP_Battery

MDP Battery decision-making framework, 2024-2025.

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gsiatras/TUC_Reinforcement_Deep_Learning_Algorithms_in_Poker Fork of datamllab/rlcard

Reinforcement learning algorithms in poker games

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PeeteKeesel/reinforce-py

🐍 Implementation of the REINFORCEjs library from Kaparthy in Python

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kyomangold/ETH-DynamicProgrammingOptimalControl

Repository for the code of the "Dynamic Programming and Optimal Control" (DPOC) lecture at the "Institute for Dynamic Systems and Control" at ETH Zurich.

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ALotov2000/gym-frozen-lake-and-taxi-solved-by-reinforcement-learning

This repository belongs to one of my computer assignments for an AI course I attended at the University of Tehran.

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rjs02/inexact-policy-iteration

Benchmarking Distributed Inexact Policy Iteration for Large-Scale Markov Decision Processes

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nowke/rlviz

GridWorld Reinforcement Learning - Policy Iteration, Value Iteration.

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JurajZelman/dynamic-programming-22

Scripts for the Dynamic Programming and Optimal Control 2022 course at ETH Zürich.

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SiavashShams/Reinforcement-Learning-Based-Path-Planning-for-a-Robot

Using policy iteration for guiding a robot to find the optimal (safest and shortest) path between start and end point

Language: Python - Size: 1.08 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

paramrathour/Intelligent-and-Learning-Agents

My programs during CS747 (Foundations of Intelligent and Learning Agents) Autumn 2021-22

Language: Python - Size: 19.2 MB - Last synced at: 3 months ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

ca-scribner/lrl

lrl: Learn Reinforcement Learning - A package to help people learn basic planning and Reinforcement Learning

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sahandkhoshdel99/Reinforcement-Learning-

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alizindari/Reinforcement-Learning

Implementation of several algorithms in RL based on Prof. sutton's book

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MohandHAMADOUCHE/Comparison_of_V-Iter_Vs_P-Iter_Vs_Q-learn

Comparison of Value Iteration, Policy Iteration and Q-Learning for solving Decision-Making problems

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danielakuinchtner/cp-mdp

A CANDECOMP-PARAFAC tensor decomposition method to solve a Markov Decision Process (MDP) gridworld problem.

Language: Python - Size: 463 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

yahsiuhsieh/frozen-lake

Value Iteration, Policy Iteration, and Q-Learning in Frozen lake gym env

Language: Python - Size: 170 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 1

mett29/Reinforcement-Learning

This repository is dedicated to the reinforcement learning examples. I will also upload some algorithms which are somehow correlated with RL.

Language: Python - Size: 264 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

vsindato/cartpole-balancing

Discovering the optimal policy in the problem of balancing a pole on a moving cart using policy iteration.

Language: Python - Size: 47.9 KB - Last synced at: almost 2 years ago - Pushed at: about 5 years ago - Stars: 1 - Forks: 0

khush3/rl_algorithms

reinforcement learning algorithms implementation. custom opencv based environment to test codes.

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andrecianflone/policy_value_iteration

Policy and Value Iteration with a GridWorld!

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AmirAli-N/DynamicProgramming-DispatchingRelocation

Real-Time Ambulance Dispatching and Relocation

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Javelin1991/CZ4046_Intelligent_Agents

Year-4 Module taken in NTU that focuses on reinforcement learning algorithms, single intelligent agent and multiagent systems.

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AndreeaMusat/machine_learning

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braxtonj/uofu_me6225_finalProj_robotMiningPlanner

ME 6225 final project for Jay Dee Germer, Braxton Johnston and Justin Stucki. Fall 2018

Language: Python - Size: 51 MB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

piyush2896/Policy-Iteration

Policy Iteration from scratch in python

Language: Python - Size: 177 KB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 2

sparshgarg23/Basic-Reinforcement-Learning

This includes sample reinfrocement learning algorithms .Currently working on an approach to use RL for more comlex navigation issues

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ajgupta93/Reinforcement-Learning

Reinforcement Learning projects from OpenAI Gym

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mabirck/Deep_RL_Bootcamp

Solutions for the labs in Deep RL Bootcamp.

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RezaSaadatyar/Reinforcement-Learning

The repository contains codes for RL (e.g., Q-Learning, Monte Carlo, …) in the form of Python files.

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PrakritiTV/Indian-Constitution-3.0

A Blockchain Based Transparent AI-powered Auto Immune Constitution of India for Every Indian by the Indians & NRIs

Size: 17 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 1

zw007981/BasicRLAlgo

a Python library that implements various reinforcement learning algorithms using PyTorch and Gymnasium

Language: Python - Size: 32.7 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

liAmirali/UIAI-MDP Fork of InFluX-M/UIAI-MDP

Cliff Walking Project: An implementation of classic MDP algorithms (Policy Iteration, Value Iteration)

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RainbowC0/JacksCarRental

杰克租车问题动态规划求解，C语言实现

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Taabannn/intro-rl

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zyxsjdy/Solve-the-Gridworld-Problem-with-Reinforcement-Learning

Based on the book --- Reinforcement Learning: An Introduction (2nd ed, 2018) by Sutton and Barto. For the Reinforcement Learning course Assignment 2 (see Gridworld Problem 1.pdf) at Memorial University of Newfoundland, Jul. 18, 2024

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bermed28/cs7641-assignment4

Project that experiments with algorithms used to solve Markov Decision Processes

Language: Python - Size: 995 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

Sahil3201/maze-solver

Repo for maze generation and pathfinding algorithms, including BFS, DFS, A*, MDP Value Iteration, and MDP Policy Iteration, implemented in Python for solving mazes.

Language: Python - Size: 970 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

alebruno/pgm_dqn

Play Atari Pong with REINFORCE and Deep Q-Learning

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SheidaAbedpour/MDP-CliffWalking

This project utilizes Markov Decision Process (MDP) principles to implement a custom "CliffWalking" environment in Gym, employing policy iteration to find an optimal policy for agent navigation.

Language: Python - Size: 817 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

SlimShadys/ReinforcementLearning Fork of KRLGroup/RL_2023

This repo contains all the praticals/homeworks assigned during the Reinforcement Learning course held by Prof. Roberto Capobianco at the AI & Robotics Master's Degree at University of Sapienza @ Rome, Italy.

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MaviVestini/RL_HW1

First homework for the RL class

Language: Python - Size: 313 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0