icenet-paper

IceNet project

A codebase to reproduce and extend the results of a Nature Communications paper on seasonal Arctic sea ice forecasting using deep learning.

Code associated with the paper 'Seasonal Arctic sea ice forecasting with probabilistic deep learning'

GitHub

92 stars
3 watching
20 forks
Language: Python
last commit: over 1 year ago
Linked from 2 awesome lists


Backlinks from these awesome lists:

Related projects:

Repository Description Stars
zmlabe/icevarfigs Tools and scripts for analyzing climate data and producing visualizations 82
danshapero/icepack-py Provides Python bindings and utility scripts for glacier flow modelling library icepack. 1
damitkwr/esrnn-gpu A PyTorch implementation of an optimized deep learning model for time series forecasting on GPUs. 319
ediglacuq/fenics_ice A framework for Bayesian quantification of uncertainty in large-scale ice sheet models. 5
skforecast/skforecast A Python library for building machine learning models to forecast time series data 1,189
erikrhanson/problem-solving-with-algorithms-and-data-structures-using-python Solving problems with algorithms and data structures using Python 324
packtpublishing/machine-learning-for-streaming-data-with-python A comprehensive guide to building machine learning models for streaming data in Python 68
joel-hanson/iceberg-locations Automatically scrapes data from the SCP website to collect current locations of large Antarctic icebergs. 6
weiji14/deepicedrain Analyzes and visualizes data from satellite measurements of Antarctic ice sheet changes 30
mllam/neural-lam A software framework for training and evaluating neural networks for weather prediction in specific geographic areas. 126
claws-lab/jodie A PyTorch implementation of a representation learning framework for dynamic temporal networks 362
uber/orbit A Python package for Bayesian time series forecasting and inference with probabilistic programming languages under the hood. 1,899
spencerahill/aospy Automates computations involving gridded climate data and manages results 84
aalto-quml/climode A framework for training and evaluating physics-informed neural ODEs for climate and weather forecasting 75
summitgao/sar_change_detection_cwnn An implementation of a sea ice change detection system using a neural network architecture. 53