dengwanxia1991

machinelearning

My blogs and code for machine learning. http://cnblogs.com/pinard

deepxde

A library for scientific machine learning and physics-informed learning

ManimML

ManimML is a project focused on providing animations and visualizations of common machine learning concepts with the Manim Community Library.

awesome-uncertainty-deeplearning

This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.

Deeplab-v3plus

A higher performance pytorch implementation of DeepLab V3 Plus(DeepLab v3+)

Physics-Aware-Training

Instructional implementation of Physics-Aware Training (PAT) with demonstrations on simulated experiments.

DL4ES

environmental-ds-book

A computational notebook community for open environmental data science 🌎

ISPRS_S2FL

Danfeng Hong, JIngliang Hu, Jing Yao, Jocelyn Chanussot, Xiao Xiang Zhu. Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model, ISPRS JP&RS, 2021.

cryosphere-links

This is a link list with awesome data, models, and tools around the cryosphere.

Implicit-Stacked-Autoregressive-Model-for-Video-Prediction

Implicit Stacked Autoregressive Model for Video Prediction (official implementation)

climart

A benchmark dataset for Machine Learning emulation of atmospheric radiative transfer in weather and climate models (NeurIPS 2021 Datasets and Benchmarks Track)

Physics-Based-Deep-Learning

polarstereo-lonlat-convert-py

Python functions for converting polar stereographic coordinates.

ArcticSeaIce

Sea ice parameters

sea-ice-prediction

Sea-Ice-Evaluation-Tool

The Sea Ice Evaluation Tool (SITool) is a performance metrics and diagnostics tool developed to evaluate the model skills in simulating the bi-polar sea ice concentration, extent, edge location, thickness, snow depth, and sea ice drift.

CMoA

lead_detection

Sea Ice Lead Detection from Sentinel-1 SAR images

asip-v2

Code for the ASIP, AI4ARCTIC projects on sea ice prediction in the arctic from Sentinel-1 images.

arctic-mapping-tools

Northern-hemisphere edition of Antarctic Mapping Tools

radiationNet

seaice_ecdr

Sea Ice Concentration 12.5km Enhanced CDR

big-data-deep-learning-4-satellite-data

iasi-atmosphere

Infrared Atmospheric Sounding Inteferometer (IASI) data set repository. For loading data and training CNNs for prediction of atmospheric profiles, like temperatures and water pressure.Repository for the publications "Statistical retrieval of atmospheric profiles with deep convolutional neural networks"

icenet-notebooks

A set of notebooks instructing and demonstrating usage of the IceNet core library.

CSC411

CSC411 - Machine Learning & Data Mining @ University of Toronto

sifnet_public

Code to accompany the paper "Probabilistic Gridded Seasonal Sea Ice Presence Forecasting using Sequence to Sequence Learning"

readice

A package to read and plot polar data from binary (and other) formats.

py_download_ICESat

搬运官方下载脚本