cymkg Goto Github PK

agu2018

Do internals of neural networks make sense in the context of hydrology?

attention-lstm-on-air-quality-prediction

A multi-lstm model with attention mechanism to predict air quality

awra_cms

AWRA Community Modelling System

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

Deep learning for multi-year ENSO forecasts Reproduction

deeplearningbook-chinese

Deep Learning Book Chinese Translation

dynamic-neural-networks

Including NAR and NARX network

ealstm_regional_modeling

Accompanying code for our HESS submission "Benchmarking a Catchment-Aware Long Short-Term Memory Network (LSTM) for Large-Scale Hydrological Modeling"

ecohydrolib

Libraries and command-line scripts for performing ecohydrology data preparation workflows

envirpred

Exploratory project attempting to link predictability of NDVI and population trends of trans-Saharan migrant birds

gee-image-fusion

grass3pg

A modification of r3PG specifically for modeling grass growth

hydromad

Hydrological Model Assessment and Development

integrated-gradients

Attributing predictions made by the Inception network using the Integrated Gradients method

introduction_to_pymc3

landsat-lai

Employing a data-driven approach to generate Leaf Area Index (LAI) maps from Landsat images over CONUS

lstm-neural-network-for-time-series-prediction

LSTM built using Keras Python package to predict time series steps and sequences. Includes sin wave and stock market data

lstm-water-table-depth-prediction

Theano implementation of our paper 'Developing a Long Short-Term Memory (LSTM) based Model for Predicting Water Table Depth in Agricultural Areas', Journal of Hydrology.

lstm_attention

attention-based LSTM/Dense implemented by Keras

neuralhydrology

Python library to train neural networks with a strong focus on hydrological applications.

rhessys

The Regional Hydro-Ecologic Simulation System

transfer-learning-soil-moisture-prediction

Improved Daily SMAP Satellite Soil Moisture Prediction over China using deep learning model with transfer learning

wit_tooling

Wetlands Insight Tool