Example of Neural Network on oceanography images

Useful link ?

overview : https://martin-thoma.com/lasagne-for-python-newbies/
auto-encoder using lasagne overview : https://swarbrickjones.wordpress.com/2015/04/29/convolutional-autoencoders-in-pythontheanolasagne/
example code of auto-encoder : https://github.com/mikesj-public/convolutional_autoencoder/blob/master/mnist_conv_autoencode.py
toolbox keras for designing recurrent nn : http://keras.io/

Install

Follow directives in INSTALL.md

Tutorial

To run an example of CNN+RNN including barotropic currents: lasagne/combo_test_uv.py
To run an example of CNN, see: lasagne/script_test.py
An example of a simple RNN, see: lasagne/recurrent_test.py
An example of CNN + RNN, see: lasagne/combo_test.py

LSTM links:

Understanding: Understanding LSTMs
Example: Time-series prediction

Presented works using this methodlogy

AMS 2017: Predicting Ocean Dynamics through Machine Learning: Application on Sea-Surface Suspended Particulate Mater

About the dataset

Aurelie Rivier's Thesis: Dynamique des matières en suspension minérales des eaux de surface de la Manche observée par satellite et modélisée numériquement