Oceanix

Conditional_StyleGAN2_pytorch

DAODEN

Implementation of Data-Assimilation-based ODE Network (DAODEN) (https://arxiv.org/abs/2009.02296)

DinAE_4DVarNN_torch

Dynamical_Systems_Identification

On the data-driven identification of some dynamical systems, linear regression, NODEs ...

Augmented_Koopman

pdenetgen

Python package for NN generation from physics

DINAE_keras

End-to-end learning (see Fablet et al., 2019)

JeanZayTools

2020a_IMT_SSH_mapping_NATL60

A student challenge on both mapping of satellite altimeter sea surface height data and its dynamical update through web portals for scientific teams interested in the data challenge. Organisation: IMT-Atlantique, MEOM@IGE, Ocean-Next and CLS.

2021_4DVarNet_ODC_NATL60

4dvarnet_NATL_DataChallenge

Closure_Models

Course_DL_Dynamical_Systems

Material for the course Deep learning and dynamical systems

Improved_RINN

Implementation of paper RUNGE-KUTTA Schemes for Joint Identificationand Integration of Stiff Systems.

internship-mario

Metrics_NATL60

A set of functions to ease the intercomparison exercise between reconstruction/prediction methods applied to NATL60 dataset

Notebook_SPDE-based_OI

An introduction to SPDE-based OI/kriging with R

OceanixNotebooks

Set of notebooks developed or used in the framework of AI Chair OceaniX

OceanixUtils

pytorch-resnet-mnist

https://zablo.net/blog/post/pytorch-resnet-mnist-jupyter-notebook-2021

RINN

Implementation of paper Residual Integration Neural network and some stability analysis notebook

SubgridTransportNN

PyTorch implementation of Subgrid Transport Neural Network