daochenzha

data-centric-AI

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

SimTSC

[SDM 2022] Towards Similarity-Aware Time-Series Classification

rapid

[ICLR 2021] Rank the Episodes: A Simple Approach for Exploration in Procedurally-Generated Environments.

Meta-AAD

[ICDM 2020] Meta-AAD: Active Anomaly Detection with Deep Reinforcement Learning

dreamshard

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

autoshard

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

neuroshard

[MLSys 2023] Pre-train and Search: Efficient Embedding Table Sharding with Pre-trained Neural Cost Models

autosmote

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

SSRL

Self-Supervised Reinforcement Learning

douzero-colab

daochenzha.github.io

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

SurCo

Repo for ICML'23 paper SurCo Learning Linear Surrogates For Combinatorial Nonlinear Optimization Problems

Auto-GPT

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

autovideo

AutoVideo: An Automated Video Action Recognition System

awesome-data-centric-ai

Data Centric AI resources

awesome-deep-rl

A curated list of awesome Deep Reinforcement Learning resources.

awesome-reinforcement-learning-lib

GitHub's code repository is all you need

awesome-rl

Reinforcement learning resources curated

daochenzha

data-centric-ai-1

Resources for Data Centric AI

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

An implementation of a deep learning recommendation model (DLRM)

DouZero-1

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

FinGPT

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

OpenGSL

pydtw

SimTSC-multivariate-datasets

Multivariate datasets used in https://github.com/daochenzha/SimTSC

testing_rlcard

tianshou

An elegant PyTorch deep reinforcement learning library.

torch-quiver

PyTorch Library for Fast and Easy Distributed Graph Learning