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Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

machine-learning tutorial reinforcement-learning deep-reinforcement-learning q-learning pomdps policy-gradient sarsa a3c dynamic-programming imitation-learning dyna td-learning actor-critic meta-learning

Updated Jan 22, 2019
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glample / Arnold

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Arnold - DOOM Agent

reinforcement-learning neural-network q-learning artificial-intelligence doom doom-2 self-playing vizdoom-competition

Updated Jan 20, 2022
Python

benedekrozemberczki / awesome-monte-carlo-tree-search-papers

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A curated list of Monte Carlo tree search papers with implementations.

learning machine-learning reinforcement-learning deep-learning monte-carlo machine-learning-algorithms q-learning policy-gradient reinforcement-learning-algorithms rl tree-search atari policy-evaluation monte-carlo-tree-search deep-q-learning reinforcement-learning-agent

Updated Mar 2, 2022
Python

VinF / deer

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DEEp Reinforcement learning framework

deep-reinforcement-learning q-learning policy-gradient

Updated Mar 23, 2022
Python

pskrunner14 / trading-bot

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Stock Trading Bot using Deep Q-Learning

reinforcement-learning trading-bot q-learning stock-price-prediction trading-algorithms deep-q-learning ai-agents stock-trading stock-trading-bot

Updated Apr 16, 2022
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filangelos / qtrader

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Reinforcement Learning for Portfolio Management

python reinforcement-learning q-learning recurrent-neural-networks algorithmic-trading

Updated Jun 26, 2018
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vdutor / TF-rex

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Play Google Chrome's T-rex game with TensorFlow

tensorflow deep-reinforcement-learning q-learning t-rex

Updated Jul 6, 2022
JavaScript

golsun / deep-RL-trading

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playing idealized trading games with deep reinforcement learning

machine-learning reinforcement-learning deep-learning time-series neural-network trading deep-reinforcement-learning q-learning stock stock-market dqn quantitative-trading

Updated Jun 15, 2021
Python

Paperspace / DinoRunTutorial

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Accompanying code for Paperspace tutorial "Build an AI to play Dino Run"

machine-learning reinforcement-learning jupyter-notebook q-learning keras-tensorflow paperspace

Updated Jun 15, 2020
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nick6918 / MyDeepLearning

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A deep learning library to provide algs in pure Numpy or Tensorflow.

deep-learning q-learning cnn gan rnn

Updated Oct 25, 2017
Python

ankonzoid / LearningX

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Deep & Classical Reinforcement Learning + Machine Learning Examples in Python

python agent learning data-science machine-learning reinforcement-learning deep-learning neural-network examples optimization machine-learning-algorithms deep-reinforcement-learning q-learning deep tutorials tutorial-code tutorial-exercises multiagent-reinforcement-learning

Updated Nov 12, 2020
Python

cool-RR / marley

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A framework for multi-agent reinforcement learning.

python machine-learning reinforcement-learning ai tensorflow keras q-learning hacktoberfest

Updated May 21, 2022
Python

frontbenchHQ / Data-Science-Free

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Free Resources For Data Science created by Shubham Kumar

data-science machine-learning statistics reinforcement-learning deep-learning ml q-learning courses supervised-learning ml-cheatsheet

Updated Jul 13, 2020

ucaiado / rl_trading

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An environment to high-frequency trading agents under reinforcement learning

python machine-learning reinforcement-learning ai trading simulation q-learning rl interest-rates tile-coding

Updated Aug 29, 2017
Python

accel-brain / accel-brain-code

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The purpose of this repository is to make prototypes as case study in the context of proof of concept(PoC) and research and development(R&D) that I have written in my website. The main research topics are Auto-Encoders in relation to the representation learning, the statistical machine learning for energy-based models, adversarial generation networks(GANs), Deep Reinforcement Learning such as Deep Q-Networks, semi-supervised learning, and neural network language model for natural language processing.

reinforcement-learning deep-learning deep-reinforcement-learning q-learning lstm generative-adversarial-network semi-supervised-learning restricted-boltzmann-machine transfer-learning simulated-annealing deep-q-network automatic-summarization combinatorial-optimization quantum-monte-carlo auto-encoder quantum-annealing energy-based-model self-supervised-learning multi-agent-reinforcement-learning

Updated Jun 19, 2022
Python

AndreaVidali / Deep-QLearning-Agent-for-Traffic-Signal-Control

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A framework where a deep Q-Learning Reinforcement Learning agent tries to choose the correct traffic light phase at an intersection to maximize traffic efficiency.

deep-reinforcement-learning q-learning traffic sumo traffic-signal traffic-light-controller

Updated Jul 29, 2021
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Madhu009 / Deep-math-machine-learning.ai

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

machine-learning natural-language-processing deep-neural-networks tensorflow word2vec linear-regression q-learning neural-networks reinforcement-learning-algorithms sarsa logistic-regression gans support-vector-machines policy-iteration value-iteration gradient-descent-algorithm monte-carlo-methods temporal-differencing-learning general-adversarial-network

Updated Mar 15, 2019
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sichkar-valentyn / Reinforcement_Learning_in_Python

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Implementing Reinforcement Learning, namely Q-learning and Sarsa algorithms, for global path planning of mobile robot in unknown environment with obstacles. Comparison analysis of Q-learning and Sarsa

reinforcement-learning q-learning path-planning rl-agents reinforcement-learning-algorithms sarsa maze-algorithms obstacle-avoidance maze-solver shortest-path rl-playground sarsa-learning sarsa-search rl-emulator rl-environment rl-algorithms rl-experiments rl-qlearning q-learning-vs-sarsa rl-sarsa

Updated Apr 25, 2022
Python

navjindervirdee / 2048-deep-reinforcement-learning

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Trained A Convolutional Neural Network To Play 2048 using Deep-Reinforcement Learning

reinforcement-learning neural-network deep-reinforcement-learning q-learning convolutional-neural-networks deep-q-network deep-q-learning 2048-game

Updated Sep 19, 2018
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harveybc / gym-fx

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Forex trading simulator environment for OpenAI Gym, observations contain the order status, performance and timeseries loaded from a CSV file containing rates and indicators. Work In Progress