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Showing 13 - 24 of 40 results
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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...
MOOC - Deep Dive into the Building Blocks of Modern Deep Learning
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Jesper Dramsch will cover the most important building blocks in deep-learning, such as different types of neural...
MOOC - Overview of ML Architectures in Weather and Climate
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
In this video Jesper highlights five important architectural networks useful for weather and climate models and their...
MOOC - Introduction to deep learning
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
Jesper Dramsch will give a brief introduction to deep learning neural networks and why it is an important technology for...
Tree Models
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Architectures, Data, and Prediction
Published:
May 29, 2026
William Becker from ECMWF will describe tree-based Machine learning models, an approach type that is not based on neural...
Wrap up of the Machine Learning for Earth Systems Modelling: Foundations and New Frontiers course
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Foundations and New Frontiers
Published:
April 20, 2026
William Becker, a data scientist working in developing training courses in machine learning at ECMWF provides a summary...
The Future of Earth-System Modeling in the Era of Artificial Intelligence - panel discussion
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Foundations and New Frontiers
Published:
April 20, 2026
This video is the recording of the panel discussion on 'The Future of Earth-System Modeling in the Era of Artificial...
The Use of AI in Destination Earth
Format:
Videos
Playlist:
Machine Learning for Earth Systems Modelling: Foundations and New Frontiers
Published:
April 7, 2026
Matthew Chantry, Strategic Lead for Machine Learning at ECMWF, introduces the Anemoi framework – an open-source, end-to...
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