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Basil Kraft's Projects

dl4es_ch18 icon dl4es_ch18

Contains experiments conducted for the DL4ES book, chapter 18. We use an LSTM (and contrast to a feed-forward model) to emulate a land-surface model to demonstrate the capability of an LSTM to capture ecological memory effects on the global scale for various conditions.

drought_ml icon drought_ml

Drought prediction and understanding with deep learning

h2m icon h2m

Hybrid model of the global hydrological cycle

mach-flow icon mach-flow

Rainfall-runoff modeling (Mach-flow project)

q10hybrid icon q10hybrid

Q10 hybrid modeling experiment for a book chapter.

swe_hybrid icon swe_hybrid

Simple hybrid model of snow water equivalent (SWE) for educational purpose

ts_transformer icon ts_transformer

Implementation of Transformer model (originally from Attention is All You Need) applied to Time Series.

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