Deep Reinforcement Learning Algorithms31 projects in the framework of Deep Reinforcement Learning algorithms: Q-learning, DQN, PPO, DDPG, TD3, SAC, A2C and others. Each project is provided with a detailed training log.
Stars: ✭ 167 (+85.56%)
Rl QuadcopterTeach a Quadcopter How to Fly!
Stars: ✭ 124 (+37.78%)
IntrotodeeplearningLab Materials for MIT 6.S191: Introduction to Deep Learning
Stars: ✭ 4,955 (+5405.56%)
Rl BookSource codes for the book "Reinforcement Learning: Theory and Python Implementation"
Stars: ✭ 464 (+415.56%)
Applied Reinforcement LearningReinforcement Learning and Decision Making tutorials explained at an intuitive level and with Jupyter Notebooks
Stars: ✭ 229 (+154.44%)
Reinforcement LearningLearn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning
Stars: ✭ 3,329 (+3598.89%)
Finrl LibraryFinRL: Financial Reinforcement Learning Framework. Please star. 🔥
Stars: ✭ 3,037 (+3274.44%)
Deeprl TutorialsContains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch
Stars: ✭ 748 (+731.11%)
DrqDrQ: Data regularized Q
Stars: ✭ 268 (+197.78%)
Rl Portfolio ManagementAttempting to replicate "A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem" https://arxiv.org/abs/1706.10059 (and an openai gym environment)
Stars: ✭ 447 (+396.67%)
Lagomlagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.
Stars: ✭ 364 (+304.44%)
Machine Learning And Data ScienceThis is a repository which contains all my work related Machine Learning, AI and Data Science. This includes my graduate projects, machine learning competition codes, algorithm implementations and reading material.
Stars: ✭ 137 (+52.22%)
Reinforcementlearning AtarigamePytorch LSTM RNN for reinforcement learning to play Atari games from OpenAI Universe. We also use Google Deep Mind's Asynchronous Advantage Actor-Critic (A3C) Algorithm. This is much superior and efficient than DQN and obsoletes it. Can play on many games
Stars: ✭ 118 (+31.11%)
Pytorch sacPyTorch implementation of Soft Actor-Critic (SAC)
Stars: ✭ 174 (+93.33%)
Atari Model ZooA binary release of trained deep reinforcement learning models trained in the Atari machine learning benchmark, and a software release that enables easy visualization and analysis of models, and comparison across training algorithms.
Stars: ✭ 198 (+120%)
GdrlGrokking Deep Reinforcement Learning
Stars: ✭ 304 (+237.78%)
RadRAD: Reinforcement Learning with Augmented Data
Stars: ✭ 268 (+197.78%)
Practical rlA course in reinforcement learning in the wild
Stars: ✭ 4,741 (+5167.78%)
Reinforcement learning tutorial with demoReinforcement 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..
Stars: ✭ 442 (+391.11%)
Minecraft Reinforcement LearningDeep Recurrent Q-Learning vs Deep Q Learning on a simple Partially Observable Markov Decision Process with Minecraft
Stars: ✭ 33 (-63.33%)
Mit Deep LearningTutorials, assignments, and competitions for MIT Deep Learning related courses.
Stars: ✭ 8,912 (+9802.22%)
Py4fiPython for Finance (O'Reilly)
Stars: ✭ 1,288 (+1331.11%)
CrlImplementation of the paper "Cascade Residual Learning: A Two-stage Convolutional Neural Network for Stereo Matching"
Stars: ✭ 89 (-1.11%)
BerkeleyThe Hacker Within at the University of California - Berkeley
Stars: ✭ 88 (-2.22%)
Ipython NotebooksThis repository contains IPython notebooks that I have written.
Stars: ✭ 88 (-2.22%)
Deeplearning2020course materials for introduction to deep learning 2020
Stars: ✭ 90 (+0%)
Basketball analyticsRepository which contains various scripts and work with various basketball statistics
Stars: ✭ 88 (-2.22%)
Wine Deep LearningExploring applications of deep learning to the world of wine
Stars: ✭ 88 (-2.22%)
Fairness In MlThis repository contains the full code for the "Towards fairness in machine learning with adversarial networks" blog post.
Stars: ✭ 88 (-2.22%)
PysheafPython Cellular Sheaf Library
Stars: ✭ 89 (-1.11%)
XpediteA non-sampling profiler purpose built to measure and optimize performance of ultra low latency/real time systems
Stars: ✭ 89 (-1.11%)
MagnetMAGNet: Multi-agents control using Graph Neural Networks
Stars: ✭ 88 (-2.22%)
StnnCode for the paper "Spatio-Temporal Neural Networks for Space-Time Series Modeling and Relations Discovery"
Stars: ✭ 90 (+0%)
LogohunterDeep learning tool to find brand logos in everyday pictures
Stars: ✭ 90 (+0%)