Frederik Kratzert's Projects
Do internals of neural networks make sense in the context of hydrology?
A global community dataset for large-sample hydrology
Accompanying code for our HESS paper "Towards learning universal, regional, and local hydrological behaviors via machine learning applied to large-sample datasets"
This repository containes all scripts & data to reproduce the results of my study presented at the EGU 2017
Code for finetuning AlexNet in TensorFlow >= 1.2rc0
Repository to store all kaggle submission codes
my blog
Lumped Hydrological Models Playgroud
Code for our WRR paper "Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning"
Functions for extracting basin average data from MACA climate models
Rainfall-Runoff Prediction at Multiple Timescales with a Single Long Short-Term Memory Network
This repository contains the poster of our NeurIPS 2019 workshop paper
Jupyter notebooks of all parts of my Numba tutorial series
The fundamental package for scientific computing with Python.
Example notebook, showing how to use LSTMs for rainfall-runoff modeling
Find the first file matching a given pattern in the current directory or the nearest ancestor directory.
A python Two Source Energy Balance model for estimation of evapotranspiration with remote sensing data
Rainfall-Runoff modelling playground
Installation guide for commonly needed libarys/programms for DL/CV
Uniform Manifold Approximation and Projection
Utility code for downloading USGS gauge data