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@daochenzha
daochenzha
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Daochen Zha daochenzha

PhD at Rice University

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  • Pro

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@datamllab

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daochenzha/README.md

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

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

🤔 I have made a YouTube video to sharemy journey of open-source projects.

📢 News: Please check out our open-sourcedLarge Time Series Model (LTSM)!

📢 News: Please check out ourdata-centric AI survey andawesome data-centric AI resources!

Popular Projects

ProjectResources
Understanding Different Design Choices in Training Large Time Series ModelsPaper
DiscoverPath: A Knowledge Refinement and Retrieval System for Interdisciplinarity on Biomedical ResearchPaper |Demo |Video
FinGPT: Democratizing Internet-scale Data for Financial Large Language ModelsPaper |Website
OpenGSL: A Comprehensive Benchmark for Graph Structure LearningPaper |知乎
Awesome Data-centric AI ResourcesSurvey Paper |Perspective Paper |知乎 |Blog
NeuroShard: Pre-train and Search: Efficient Embedding Table Sharding with Pre-trained Neural Cost ModelsMLSys'23 Paper
DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement LearningICML'21 Paper |Demo |知乎 |Video |Blog
RLCard: A Toolkit for Reinforcement Learning in Card GamesIJCAI'20 Paper |Demo |知乎 |Video |Blog
RLCard-Showdown: Frontend for DouZero and RLCardDemo
Awesome Game AI Resources on Multi-agent Learning
TODS: Automated Time-series Outlier Detection SystemAAAI'21 Paper |Blog |Video
AutoVideo: An Automated Video Action Recognition SystemIJCAI'22 Paper |Blog |Video
BED: A Real-Time Object Detection System for Edge DevicesCIKM'22 Best Demo Paper |Video
PyODDS: An End-to-end Outlier Detection SystemWWW'20 Paper
DreamShard: Generalizable Embedding Table Placement for Recommender SystemsNeurIPS'22 Paper
AutoShard: Automated Embedding Table Sharding for Recommender SystemsKDD'22 Paper
Towards Automated Over-Sampling for Imbalanced ClassificationCIKM'22 Paper
Towards Similarity-Aware Time-Series ClassificationSDM'22 Paper
Rank the Episodes: A Simple Approach for Exploration in Procedurally-Generated EnvironmentsICLR'21 Paper
Meta-AAD: Active Anomaly Detection with Deep Reinforcement LearningICDM'20 Paper

PinnedLoading

  1. datamllab/ltsmdatamllab/ltsmPublic

    Understanding Different Design Choices in Training Large Time Series Models

    Python 88 15

  2. datamllab/rlcarddatamllab/rlcardPublic

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

    Python 3.1k 655

  3. kwai/DouZerokwai/DouZeroPublic

    [ICML 2021] DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning | 斗地主AI

    Python 4.3k 608

  4. datamllab/autovideodatamllab/autovideoPublic

    AutoVideo: An Automated Video Action Recognition System

    Python 331 36

  5. datamllab/todsdatamllab/todsPublic

    TODS: An Automated Time-series Outlier Detection System

    Python 1.5k 197

  6. data-centric-AIdata-centric-AIPublic

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

    1.1k 78


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