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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.

πŸ“’ News: Please check out our data-centric AI survey and awesome data-centric AI resources!

Popular Projects

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

Daochen Zha's Projects

2048 icon 2048

2048 game on FPGA development board

auto-gpt icon auto-gpt

An experimental open-source attempt to make GPT-4 fully autonomous.

autoshard icon autoshard

[KDD 2022] AutoShard: Automated Embedding Table Sharding for Recommender Systems

autosmote icon autosmote

[CIKM 2022] Towards Automated Over-Sampling for Imbalanced Classification

autovideo icon autovideo

AutoVideo: An Automated Video Action Recognition System

baselines icon baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

cube icon cube

A moving cube based on OpenGL (it can rotate, move and zoom)

daochenzha.github.io icon daochenzha.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

discoverpath icon discoverpath

DiscoverPath, a KG-based re- trieval system designed for biomedical research. This system aims to assist biomedical researchers in dynamically refining their queries and effectively retrieving articles. Accepted by CIKM'23 as Demo Paper.

dlrm icon dlrm

An implementation of a deep learning recommendation model (DLRM)

douzero-1 icon douzero-1

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

dreamshard icon dreamshard

[NeurIPS 2022] DreamShard: Generalizable Embedding Table Placement for Recommender Systems

fingpt icon fingpt

Data-Centric FinGPT. Open-source for open finance! Revolutionize πŸ”₯ We release the trained model on HuggingFace.

hw-ruby-intro icon hw-ruby-intro

Ruby Introduction Assignment for Agile Development using Ruby on Rails

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