Frederik Kratzert

finetune_alexnet_with_tensorflow. Code for finetuning AlexNet in TensorFlow >= 1.2rc0

Caravan. A global community dataset for large-sample hydrology

ealstm_regional_modeling. Accompanying code for our HESS paper "Towards learning universal, regional, and local hydrological behaviors via machine learning applied to large-sample datasets"

RRMPG. Rainfall-Runoff modelling playground

pangeo_lstm_example. Example notebook, showing how to use LSTMs for rainfall-runoff modeling

lstm_for_pub. Code for our WRR paper "Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning"

kratzert.github.io. my blog

RivRetrieve-Python. A Python package for downloading global river gauge data

AGU2018. Do internals of neural networks make sense in the context of hydrology?

Ubuntu_from_scratch. Installation guide for commonly needed libarys/programms for DL/CV

hydro2zarr. Utilities for converting common large-sample hydro dataset to zarr file format.

EGU2017_public. This repository containes all scripts & data to reproduce the results of my study presented at the EGU 2017

multiple_forcing. Python

mts-lstm. Rainfall-Runoff Prediction at Multiple Timescales with a Single Long Short-Term Memory Network

numba_tutorials. Jupyter notebooks of all parts of my Numba tutorial series

usgs_utils. Utility code for downloading USGS gauge data

never-paper. Jupyter Notebook

kaggle. Repository to store all kaggle submission codes

LHMP. Lumped Hydrological Models Playgroud

neurips2019_climate_change_workshop. This repository contains the poster of our NeurIPS 2019 workshop paper

pyTSEB. A python Two Source Energy Balance model for estimation of evapotranspiration with remote sensing data