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CAS AML project on precipitation prediction

This repository contains the notebooks of our CAS AML project on precipitation prediction in Switzerland.

  • M1_Classic_methods: unsupervised and supervised methods (Module 1)
  • M2_Deep_learning: ANN and CNN models (Module 2)
  • M3_Autoencoders: Different autoencoder structures on geopotential height (Module 3)
  • M3_Visualization_CNN: Visualization of hidden layers of a CNN for extreme precipitation prediction (Module 3)
  • M3_Visualization_AE: Autoencoder on the precipitation fields in Switzerland (Module 3)