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a_cnn

CNN based ENSO all season forecast model

ams-ml-python-course

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

aoeg

awesome-open-climate-science

Awesome Open Atmospheric, Ocean, and Climate Science

cmip6-object-store

CMIP6 Object Store Library

deep-learning-for-multi-year-enso-reproduction

Deep learning for multi-year ENSO forecasts Reproduction

deep-learning-predicts-el-nino-southern-oscillation

use CNN-ResNet model to predict ENSO

dl_enso

CNN for climate forecast

earth-analytics-python-env

A conda environment and docker container to support using earth and environmental data in Python.

earth_analytics

Tutorial on Data Analysis for Earth Science

echo-opt

Earth Computer Hyperparameter Optimization

el-gnnino_ccai

Code associated with the NeurIPS 2020 Climate Change workshop proposal paper "Graph Neural Networks for Improved El Niño Forecasting"

graphino

Code associated with the paper "The World as a Graph: Improving El Niño Forecasting with Graph Neural Networks". This paper is currently under review.

handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

iceland2016

Iceland Gravity waves for flight B988

iceland_gravitywave_20oct2016_casestudy

iceland_gravitywavecs_20oct2016

isc-work

nodc_ocean_heat_content

Initial commit of NODC Ocean Heat Content

notebook-gallery

notebooks

Jupyter notebooks for research and teaching

physics-captured-by-data-based-methods-in-el-nino-prediction_pycode

CNN for ENSO CZ

plotneuralnet

Latex code for making neural networks diagrams

project-walkthroughs

Predict stock market

scientific-visualization-book

An open access book on scientific visualization using python and matplotlib

teaching_materials_ncas_isc

wrf_tests

Setting up first set of WRF runs ( normal and nested).

xgrads

Parse and read ctl and associated binary file commonly used by GrADS into xarray