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Achievement: Pull Sharkx2Achievement: Starstruckx3Achievement: Arctic Code Vault Contributor

Achievements

Achievement: Pull Sharkx2Achievement: Starstruckx3Achievement: Arctic Code Vault Contributor

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@datamllab

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daochenzha/README.md

Hi there, I'm Daochen Zha (ζŸ₯道琛 in Chinese)! πŸ‘‹πŸ‘‹πŸ‘‹

πŸ”­ I’m working on machine learning and data mining, particularly on Reinforcement Learning (RL) and Data-centric AI

πŸ˜„ I love developing open-source projects. I’m looking forward to collaborate on any fun projects.

πŸ€” I have made a YouTube video to share my journey of open-source projects.

Popular Projects

Project Stars Resources
DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning Stars ICML'21 Paper | Demo | ηŸ₯乎 | Video | Blog
RLCard: A Toolkit for Reinforcement Learning in Card Games Stars IJCAI'20 Paper | Demo | ηŸ₯乎 | Video | Blog
TODS: Automated Time-series Outlier Detection System Stars AAAI'21 Paper | Blog | Video
FinGPT: Democratizing Internet-scale Data for Financial Large Language Models Stars Paper | Website
Awesome Data-centric AI Resources Stars Survey Paper | Perspective Paper | ηŸ₯乎 | Blog
Awesome Game AI Resources on Multi-agent Learning Stars
RLCard-Showdown: Frontend for DouZero and RLCard Stars Demo
AutoVideo: An Automated Video Action Recognition System Stars IJCAI'22 Paper | Blog | Video
PyODDS: An End-to-end Outlier Detection System Stars WWW'20 Paper
OpenGSL: A Comprehensive Benchmark for Graph Structure Learning Stars Paper | ηŸ₯乎
Understanding Different Design Choices in Training Large Time Series Models Stars Paper
Towards Similarity-Aware Time-Series Classification Stars SDM'22 Paper
BED: A Real-Time Object Detection System for Edge Devices Stars CIKM'22 Best Demo Paper | Video
Rank the Episodes: A Simple Approach for Exploration in Procedurally-Generated Environments Stars ICLR'21 Paper
Meta-AAD: Active Anomaly Detection with Deep Reinforcement Learning Stars ICDM'20 Paper
DreamShard: Generalizable Embedding Table Placement for Recommender Systems Stars NeurIPS'22 Paper
DiscoverPath: A Knowledge Refinement and Retrieval System for Interdisciplinarity on Biomedical Research Stars Paper | Demo | Video
AutoShard: Automated Embedding Table Sharding for Recommender Systems Stars KDD'22 Paper
NeuroShard: Pre-train and Search: Efficient Embedding Table Sharding with Pre-trained Neural Cost Models Stars MLSys'23 Paper
Towards Automated Over-Sampling for Imbalanced Classification Stars CIKM'22 Paper

Pinned Loading

  1. datamllab/rlcard datamllab/rlcard Public

    Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.

    Python 3.5k 750

  2. kwai/DouZero kwai/DouZero Public

    [ICML 2021] DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning | ζ–—εœ°δΈ»AI

    Python 4.6k 650

  3. datamllab/tods datamllab/tods Public

    TODS: An Automated Time-series Outlier Detection System

    Python 1.7k 206

  4. datamllab/autovideo datamllab/autovideo Public

    AutoVideo: An Automated Video Action Recognition System

    Python 343 37

  5. datamllab/rlcard-showdown datamllab/rlcard-showdown Public

    Leaderboard and Visualization for RLCard

    JavaScript 412 114

  6. data-centric-AI data-centric-AI Public

    A curated, but incomplete, list of data-centric AI resources.

    1.2k 80