Name: Training course: Machine learning for weather prediction
Start: 2024-03-18T08:30:00+00:00
End: 2024-03-22T17:00:00+00:00
Location: ECMWF

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Contributions*

AI Models: running AIFS (and GraphCast... and FourCastNet...) operationally

Convolutional Neural Networks

Course wrap-up, final discussion and Q&A session

Data handling and infrastructure

Data-driven weather forecasts

Decision Trees/ Random Forests

Deep Generative Models

Explainable AI

Graph Neural Networks

Hands on: Debugging ML models

Hands-on: Explainable AI

Hands-on: Graph Neural Networks

Hands-on: Machine learning basics

Machine Learning foundations

ML Evaluation/ Data Leakage

ML for Data Assimilation

ML for Model Error Estimation and Prediction

Neural networks / Deep learning

Overview/ Motivational lecture

Registration opens

Self-supervised Learning

Transformers

Uncertainty/ Bayesian Modelling

Unsupervised learning for data exploration

Welcome and course general information

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Events scheduled on*

18/03/2024

19/03/2024

20/03/2024

21/03/2024

22/03/2024

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Training course: Machine learning for weather prediction

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