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Yingkai (Kyle) Sha 's Projects

ai2es_collab icon ai2es_collab

A child repository that contributes to the AI2ES project

aies_d_23_0094 icon aies_d_23_0094

The major source code of the paper "Generative ensemble deep learning severe weather prediction from a deterministic convection-allowing model"

aiml-utils icon aiml-utils

This repository contains various pieces of code that is shared across different AIML projects, as well as notebooks for blogs

credit-data icon credit-data

This repository hosts the data pre-processing, post-processing, and verification works for the NSF NCAR MILES Community Runnable Earth Digital Intelligence Twin (CREDIT)

credit-debug icon credit-debug

This repo host my own testing and debugging tools for the NSF NCAR MILES Community Runnable Earth Digital Intelligence Twin (CREDIT)

credit-mini icon credit-mini

An experimental version of the NSF NCAR MILES Community Runnable Earth Digital Intelligence Twin (CREDIT)

deep-conus icon deep-conus

Repository containing scripts associated with ASP deep learning project exploring current and future convection of North America.

fcstpp icon fcstpp

A scalable toolbox for ensemble forecast post-processing and verification.

gefs_tools icon gefs_tools

Tools for accessing and processing the operational GEFS forecasts.

homework icon homework

A collection of my homework and projects in the graduate-level courses of EOAS, UBC. Effective in 2015-2018.

jamc_20_0057 icon jamc_20_0057

(Semi-official) repository of "Deep-Learning-Based Gridded Downscaling of Surface Meteorological Variables in Complex Terrain".

jtech_20_0081 icon jtech_20_0081

(Semi-official) repository of "Deep-learning-based precipitation observation quality control".

keras-unet-collection icon keras-unet-collection

The Tensorflow, Keras implementation of U-net, V-net, U-net++, UNET 3+, Attention U-net, R2U-net, ResUnet-a, U^2-Net, TransUNET, and Swin-UNET with optional ImageNet-trained backbones.

micapsdatadraw icon micapsdatadraw

气象数据可视化,用matplotlib和basemap绘制micaps数据

mwr_21_0154 icon mwr_21_0154

(Semi-official) repository of "A hybrid analog-ensemble, convolutional-neural-network method for post-processing precipitation forecasts"

rainbow icon rainbow

The official repository of my Ph.D. dissertation.

ubcdiss icon ubcdiss

UBC Dissertation Template for LaTeX

vit_diffusion_gefs icon vit_diffusion_gefs

Improving ensemble extreme precipitation forecasts using generative artificial intelligence

wfrt-gefs-pp icon wfrt-gefs-pp

The operational routine of GEFS post-processing at WFRT, UBC.

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