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Crystal Xiao's Projects

covid-19-nation icon covid-19-nation

this is the data for the National Epidemic Risk Analysis Model (NERAM)

damo-yolo icon damo-yolo

DAMO-YOLO: a fast and accurate object detection method with some new techs, including NAS backbones, efficient RepGFPN, ZeroHead, AlignedOTA, and distillation enhancement.

data-for-stdsam-- icon data-for-stdsam--

This is the dataset for DSAM model, which is used to caculate the similarity between different countries in the epidemic spreading field. And it could help the goverment to make decisions.

marl-algorithms icon marl-algorithms

Implementations of IQL, QMIX, VDN, COMA, QTRAN, MAVEN, CommNet, DyMA-CL, and G2ANet on SMAC, the decentralised micromanagement scenario of StarCraft II

marl-papers icon marl-papers

Paper list of multi-agent reinforcement learning (MARL)

ppo-for-beginners icon ppo-for-beginners

A simple and well styled PPO implementation. Based on my Medium series: https://medium.com/@eyyu/coding-ppo-from-scratch-with-pytorch-part-1-4-613dfc1b14c8.

ray icon ray

Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.

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