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Past
Discover Anemoi: Webinar Series
Event:
16 June, 2026
-
18 June, 2026
| Online
Tags:
Machine learning
This three-part webinar series will introduce you to Anemoi, an open-source software framework developed by ECMWF and...
Introduction to the Earth AI model
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
June 8, 2026
Joel Oskarsson introduces the interactive AI Earth model explorer where he explains the architecture and how to find...
Past
Online course: ML for Earth Systems Modelling - Architectures, data, and prediction
Event:
01 June, 2026
-
24 July, 2026
| Online
Tags:
Machine learning
This online course explores the technical foundations of machine learning (ML) for weather and climate prediction within...
Making ERA5 Machine Learning ready
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Harrison Cook takes you along the ERA5 data and explains how to make it a ML ready, using an ERA5 inspired notebook...
Attention and sequence modelling
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Matthias Karlbauer introduces Transformer neural network, from the architecture to its use in society and for climate...
Generative modelling of atmospheric fields
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Sophie Xhonneux introduces deep generative models, covering core concepts and two key approaches and why they matter for...
Neural Networks for Deep Learning
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Mario Santa Cruz Lopez walks through the fundamentals of neural networks and deep learning — from neurons and layers to...
Self supervised representation learning
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Christian Lessig, Team lead for ML modelling at ECMWF, unpacks self-supervised learning exploring why it has become...
Graph Neural Networks
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Mario Santa Cruz explains the core principals of Graph Neural Networks (GNN), the different kinds of GNNs and its...
Convolutional Neural Networks for Gridded Data
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Maria Luisa Taccari introduces convolutional neural networks, explaining why they are more efficient than standard...
How Machine Learning Is Reshaping Earth-System Prediction
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Peter Dueben, Head of Earth System Modelling at ECMWF, explores how machine learning is revolutionising weather and...
MOOC - Understanding of Neural network training and hyperparameter tuning
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Jesper Dramsch will cover a final important aspect in Machine learning, training the models and hyperparameter tuning to...
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