djgagne

ams-ml-python-course

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

hagelslag

Hagelslag supports segmentation and tracking of weather fields and scalable verification, including performance diagrams and reliability diagrams.

lorenz_gan

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

deepsky

Interpretable Deep Learning for Spatial Analysis of Severe Hailstorms

GewitterGefahr

End-to-end machine-learning library for predicting thunderstorm hazards.

goes16ci

GOES-16 Convective Initiation Benchmark

HWT_mode

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

ou_grad_5203_fall_2016

Data Analytics Lecture Notes

ams_ai_storm_mode_contest_2008

Data from the 2008 AMS AI Competition on predicting storm mode

djgagne.github.io

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

dl-demo-aspsc-2019

Deep Learning Demo for the ASP Summer Colloquium 2019

docker-stacks

Ready-to-run Docker images containing Jupyter applications

field-autoencode

Testbed for autoencoding different kinds of fields.

WRF

The official repository for the Weather Research and Forecasting (WRF) model

awips2

Weather forecasting display and analysis package developed by NWS/Raytheon, released as open source software by Unidata.

devtest

h5py

HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.

hands-on-examples

A series of Jupyter notebooks that walk you through the fundamentals of Python, Scientific Computing and Visualization, Machine Learning in Python, etc.

Herbie

Python for downloading model data (HRRR, RAP, GFS, NBM, etc.) from NOMADS, NOAA's Big Data Program partners (Amazon, Google, Microsoft), and the University of Utah Pando Archive System.

jetlation

ml-workflow-examples

Simple examples of data pipelines from xarray to ML training

open-data-registry

A registry of publicly available datasets on AWS

pangeo

Pangeo website + discussion of general issues related to the project.

PUMAS

Parameterization for Unified Microphysics Across Scales

staged-recipes

A place to submit conda recipes before they become fully fledged conda-forge feedstocks

TensorFlow-Pokemon-Course

crick

Streaming and approximate algorithms. WIP, use at own risk.

pedestrian

Analysis of factors leading to pedestrian fatalities

pytdigest

Python package for *fast* TDigest calculation.

skew-t-xai