Deep Learning DrizzleDrench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!
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Drl4nlp.scratchpadNotes on Deep Reinforcement Learning for Natural Language Processing papers
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chiA high-level framework for advanced deep learning with TensorFlow
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alpha sigmaA pytorch based Gomoku game model. Alpha Zero algorithm based reinforcement Learning and Monte Carlo Tree Search model.
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decentralized-rlDecentralized Reinforcment Learning: Global Decision-Making via Local Economic Transactions (ICML 2020)
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ml4irMachine Learning for Information Retrieval
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DeepLearningFlappyFrogFlappy Frog hack using Deep Reinforcement Learning (Deep Q-learning). 暴力膜蛤不可取。
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continuous-time-flow-processPyTorch code of "Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows" (NeurIPS 2020)
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MP-DQNSource code for the dissertation: "Multi-Pass Deep Q-Networks for Reinforcement Learning with Parameterised Action Spaces"
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BM25Transformer(Python) transform a document-term matrix to an Okapi/BM25 representation
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SDEToolsMatlab Toolbox for the Numerical Solution of Stochastic Differential Equations
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multi view ramNo description or website provided.
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allsummarizerMultilingual automatic text summarizer using statistical approach and extraction
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GNN-Recommender-SystemsAn index of recommendation algorithms that are based on Graph Neural Networks.
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lifescriptsAutomating various decisions stochastically, starting with my current coin-based intermittent fasting and dice-based kettlebell.
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cs6101The Web IR / NLP Group (WING)'s public reading group at the National University of Singapore.
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mmnMoore Machine Networks (MMN): Learning Finite-State Representations of Recurrent Policy Networks
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HARCode for WWW2019 paper "A Hierarchical Attention Retrieval Model for Healthcare Question Answering"
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DRhardSIGIR'21: Optimizing DR with hard negatives and achieving SOTA first-stage retrieval performance on TREC DL Track.
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Master-ThesisDeep Reinforcement Learning in Autonomous Driving: the A3C algorithm used to make a car learn to drive in TORCS; Python 3.5, Tensorflow, tensorboard, numpy, gym-torcs, ubuntu, latex
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memex-gateGeneral Architecture for Text Engineering
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pytorch-noreward-rlpytorch implementation of Curiosity-driven Exploration by Self-supervised Prediction
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tutorialsA tutorial series by Preferred.AI
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RamudroidRamudroid, autonomous solar-powered robot to clean roads, realtime object detection and webrtc based streaming
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srctools for fast reading of docs
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LWDRLCLightweight deep RL Libraray for continuous control.
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CrowdNav DSRNN[ICRA 2021] Decentralized Structural-RNN for Robot Crowd Navigation with Deep Reinforcement Learning
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IP-TrackerTrack any ip address with IP-Tracker. IP-Tracker is developed for Linux and Termux. you can retrieve any ip address information using IP-Tracker.
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FinRL PodracerCloud-native Financial Reinforcement Learning
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ake-datasetsLarge, curated set of benchmark datasets for evaluating automatic keyphrase extraction algorithms.
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deep-rtsA Real-Time-Strategy game for Deep Learning research
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nalcosSearch Git commits in natural language
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TF RLEagerly Experimentable!!!
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FieldedSDMFielded Sequential Dependence Model (code and runs)
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DISCOTRESS🦜 DISCOTRESS 🦜 is a software package to simulate and analyse the dynamics on arbitrary Markov chains
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bookworm📚 social networks from novels
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calcipherCalculates the best possible answer for multiple-choice questions using techniques to maximize accuracy without any other outside resources or knowledge.
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pomdp-baselinesSimple (but often Strong) Baselines for POMDPs in PyTorch - ICML 2022
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minervaAn out-of-the-box GUI tool for offline deep reinforcement learning
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kexKex is a python library for unsupervised keyword extraction from a document, providing an easy interface and benchmarks on 15 public datasets.
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code summarization publicsource code for 'Improving automatic source code summarization via deep reinforcement learning'
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graphkit-learnA python package for graph kernels, graph edit distances, and graph pre-image problem.
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AI使用深度强化学习解决视觉跟踪和视觉导航问题
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muzeroA clean implementation of MuZero and AlphaZero following the AlphaZero General framework. Train and Pit both algorithms against each other, and investigate reliability of learned MuZero MDP models.
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3d model retrieverExperimenting with a newly published deep learning paper and how it can be used for content-based 3D model retrieval. (info retrieval for CAD)
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Carla-ppoThis repository hosts a customized PPO based agent for Carla. The goal of this project is to make it easier to interact with and experiment in Carla with reinforcement learning based agents -- this, by wrapping Carla in a gym like environment that can handle custom reward functions, custom debug output, etc.
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Pytorch-PCGradPytorch reimplementation for "Gradient Surgery for Multi-Task Learning"
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imitation learningPyTorch implementation of some reinforcement learning algorithms: A2C, PPO, Behavioral Cloning from Observation (BCO), GAIL.
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neural-mpcNo description or website provided.
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vankampen-stochasticExercises and notes for N.G. Van Kampen's Stochastic Processes in Physics and Chemistry
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RLReinforcement Learning Demos
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