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Hi there 👋

I'm Frederik Kratzert, Researcher @ Google working in the Flood Forecasting Team. This here is my private GitHub account, were I maintain my open source projects and publish code related to any kind of research articles.

🤓 Research 🤔

Most of my research is dedicated towards solving applications in environmental sciences (mainly hydrology) with machine learning.

Links

Frederik Kratzert's Projects

agu2018 icon agu2018

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

caravan icon caravan

A global community dataset for large-sample hydrology

ealstm_regional_modeling icon 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"

egu2017_public icon egu2017_public

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

kaggle icon kaggle

Repository to store all kaggle submission codes

lhmp icon lhmp

Lumped Hydrological Models Playgroud

lstm_for_pub icon lstm_for_pub

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

mts-lstm icon mts-lstm

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

numpy icon numpy

The fundamental package for scientific computing with Python.

python-findup icon python-findup

Find the first file matching a given pattern in the current directory or the nearest ancestor directory.

pytseb icon pytseb

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

rrmpg icon rrmpg

Rainfall-Runoff modelling playground

umap icon umap

Uniform Manifold Approximation and Projection

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