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lee-liew's Projects

pycaret icon pycaret

An open-source, low-code machine learning library in Python

pycinrad icon pycinrad

Decode CINRAD (China New Generation Weather Radar) data and visualize.

pytorch-handbook icon pytorch-handbook

pytorch handbook是一本开源的书籍,目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门,其中包含的Pytorch教程全部通过测试保证可以成功运行

radar_nowcasting icon radar_nowcasting

A DEMO of weather radar nowcasting using deep learning model (SmaAt-Unet)

rnn_pytorch icon rnn_pytorch

Using the Pytorch to build an image temporal prediction model of the encoder-forecaster structure, ConvGRU kernel & ConvLSTM kernel

safe-route icon safe-route

A mapping system based off of local crime data made for CMSC 122 (Computer Science with Applications II) at the University of Chicago. Due to large file storage issues, our Crime.db is not stored on this repo. Please visit https://github.com/aanyaj97/Safe-Route-Old to see full commit history.

simroute icon simroute

SIMROUTE: Weather Ship Routing (WSR) Code. The software is constructed considering available Copernicus Marine Environment Monitoring Service (CMEMS) wave predictions systems of free use.

skillful_nowcasting icon skillful_nowcasting

Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954

spacetimeformer icon spacetimeformer

Multivariate Time Series Forecasting with efficient Transformers. Code for the paper "Long-Range Transformers for Dynamic Spatiotemporal Forecasting."

steiner_smith icon steiner_smith

Implementation of Steiner and Smith Radar Quality-control algorithm

transfomerdownscaling icon transfomerdownscaling

This includes the code and data used in the paper "Investigating transformer-based models for downscaling near-surface temperature and wind speed".

treesbo icon treesbo

Bayesian optimization for tree based models.

weatherbench icon weatherbench

A benchmark dataset for data-driven weather forecasting

weatherlearn icon weatherlearn

Implementation of the PyTorch version of the Weather Deep Learning Model Zoo.

wind_power_forecast icon wind_power_forecast

KDD Cup 2022 Baidu Wind Power Forecast项目:百度风电功率预测赛 (Paddle Track 5th)

zhihu icon zhihu

This repo contains the source code in my personal column (https://zhuanlan.zhihu.com/zhaoyeyu), implemented using Python 3.6. Including Natural Language Processing and Computer Vision projects, such as text generation, machine translation, deep convolution GAN and other actual combat code.

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