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Showing 13 - 24 of 86 results
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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...
European Weather Cloud (EWC): Identity and Access Management (IAM) and OpenStack Horizon
Format:
Videos
Playlist:
European Weather Cloud (EWC)
Published:
May 4, 2026
This webinar introduces the EWC Identity and Access Management (IAM), the service that will be used for authentication...
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...
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