Ai Reading MaterialsSome of the ML and DL related reading materials, research papers that I've read
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ExposureLearning infinite-resolution image processing with GAN and RL from unpaired image datasets, using a differentiable photo editing model.
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Rlenv.directoryExplore and find reinforcement learning environments in a list of 150+ open source environments.
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Habitat LabA modular high-level library to train embodied AI agents across a variety of tasks, environments, and simulators.
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Fast abs rlCode for ACL 2018 paper: "Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting. Chen and Bansal"
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Reinforcement LearningReinforcement learning material, code and exercises for Udacity Nanodegree programs.
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Keras RlDeep Reinforcement Learning for Keras.
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A2cA Clearer and Simpler Synchronous Advantage Actor Critic (A2C) Implementation in TensorFlow
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Animalai OlympicsCode repository for the Animal AI Olympics competition
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Rl ardroneAutonomous Navigation of UAV using Reinforcement Learning algorithms.
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GpsGuided Policy Search
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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
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Gym StarcraftStarCraft environment for OpenAI Gym, based on Facebook's TorchCraft. (In progress)
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AllenactAn open source framework for research in Embodied-AI from AI2.
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Dissecting Reinforcement LearningPython code, PDFs and resources for the series of posts on Reinforcement Learning which I published on my personal blog
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Ai ToolboxA C++ framework for MDPs and POMDPs with Python bindings
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VizdoomDoom-based AI Research Platform for Reinforcement Learning from Raw Visual Information.
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Ml MiptOpen Machine Learning course at MIPT
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MuzeroA structured implementation of MuZero
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Rl a3c pytorchA3C LSTM Atari with Pytorch plus A3G design
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Tensorflow ReinforceImplementations of Reinforcement Learning Models in Tensorflow
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NeurojsA JavaScript deep learning and reinforcement learning library.
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MarkovjsReinforcement Learning in JavaScript
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Rl BookSource codes for the book "Reinforcement Learning: Theory and Python Implementation"
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GbA minimal C implementation of Nintendo Gameboy - An fast research environment for Reinforcement Learning
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ArnoldArnold - DOOM Agent
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Robotics Rl SrlS-RL Toolbox: Reinforcement Learning (RL) and State Representation Learning (SRL) for Robotics
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Stable BaselinesMirror of Stable-Baselines: a fork of OpenAI Baselines, implementations of reinforcement learning algorithms
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Tensor HouseA collection of reference machine learning and optimization models for enterprise operations: marketing, pricing, supply chain
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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..
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CoachReinforcement Learning Coach by Intel AI Lab enables easy experimentation with state of the art Reinforcement Learning algorithms
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Qlearning tradingLearning to trade under the reinforcement learning framework
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Personae📈 Personae is a repo of implements and environment of Deep Reinforcement Learning & Supervised Learning for Quantitative Trading.
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Spot mini miniDynamics and Domain Randomized Gait Modulation with Bezier Curves for Sim-to-Real Legged Locomotion.
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Drl papernotesNotes and comments about Deep Reinforcement Learning papers
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Mlinterview A curated awesome list of AI Startups in India & Machine Learning Interview Guide. Feel free to contribute!
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Awesome Deep Learning Papers For Search Recommendation AdvertisingAwesome Deep Learning papers for industrial Search, Recommendation and Advertising. They focus on Embedding, Matching, Ranking (CTR prediction, CVR prediction), Post Ranking, Transfer, Reinforcement Learning, Self-supervised Learning and so on.
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MaxCode for reproducing experiments in Model-Based Active Exploration, ICML 2019
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ElfAn End-To-End, Lightweight and Flexible Platform for Game Research
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Data Science ToolkitCollection of stats, modeling, and data science tools in Python and R.
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Awesome Ml CoursesAwesome free machine learning and AI courses with video lectures.
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Tf Adnet TrackingDeep Object Tracking Implementation in Tensorflow for 'Action-Decision Networks for Visual Tracking with Deep Reinforcement Learning(CVPR 2017)'
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Dm envA Python interface for reinforcement learning environments
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PpoProximal Policy Optimization implementation with TensorFlow
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Rl Baselines ZooA collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.
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