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Showing 1 - 12 of 190 results
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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...
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...
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