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ensemblexinxin's Projects

2022_intro_python icon 2022_intro_python

Course Repository for "Introduction to Scientific Programming with Python" (UNIL, FGSE, Fall 2022)

2023_mooc_ecmwf icon 2023_mooc_ecmwf

Contribution to ECMWF's MOOC on "Machine Learning in Weather & Climate"

ams-ml-python-course icon ams-ml-python-course

Machine Learning in Python for Environmental Science Problems AMS Short Course Material

cfgrib icon cfgrib

A Python interface to map GRIB files to the NetCDF Common Data Model following the CF Convention using ecCodes

dapper icon dapper

Data Assimilation with Python: a Package for Experimental Research

dart icon dart

Data Assimilation Research Testbed

dlwp icon dlwp

Deep Learning Weather Prediction

dlwp-cs icon dlwp-cs

Deep learning models for global weather prediction on a cubed sphere

dsp-theory icon dsp-theory

Theory of digital signal processing (DSP): signals, filtration (IIR, FIR, CIC, MAF), transforms (FFT, DFT, Hilbert, Z-transform) etc.

ensemble_transformer icon ensemble_transformer

Official PyTorch implementation of "Self-Attentive Ensemble Transformer: Representing Ensemble Interactions in Neural Networks for Earth System Models".

enstools icon enstools

Python library for processing ensemble weather forecasts

fourcastnet icon fourcastnet

Initial public release of code, data, and model weights for FourCastNet

hai-platform icon hai-platform

一种任务级GPU算力分时调度的高性能深度学习训练平台

hwt_mode icon hwt_mode

Using image recognition to classify storm modes in a numerical model.

l96 icon l96

EnKF for Lorenz 96 model

letkf-speedy icon letkf-speedy

Local ensemble transform Kalman filter data assimilation with the SPEEDY atmospheric general circulation model

lorenz63-4dvar icon lorenz63-4dvar

The 4DVar data assimilation technique implemented with the Lorenz '63 model

lorenz_gan icon lorenz_gan

Lorenz 96 model with GAN parameterization of unresolved scale (Y).

metpy icon metpy

MetPy is a collection of tools in Python for reading, visualizing and performing calculations with weather data.

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