Showing 13 - 24 of 40 results
Self supervised representation learning

Self supervised representation learning

Christian Lessig, Team lead for ML modelling at ECMWF, unpacks self-supervised learning exploring why it has become...
Graph Neural Networks

Graph Neural Networks

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

Convolutional Neural Networks for Gridded Data

Maria Luisa Taccari introduces convolutional neural networks, explaining why they are more efficient than standard...
How Machine Learning Is Reshaping Earth-System Prediction

How Machine Learning Is Reshaping Earth-System Prediction

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

MOOC - Understanding of Neural network training and hyperparameter tuning

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

MOOC - Deep Dive into the Building Blocks of Modern Deep Learning

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

MOOC - Overview of ML Architectures in Weather and Climate

In this video Jesper highlights five important architectural networks useful for weather and climate models and their...
MOOC - Introduction to deep learning

MOOC - Introduction to deep learning

Jesper Dramsch will give a brief introduction to deep learning neural networks and why it is an important technology for...
Tree Models

Tree Models

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

Wrap up of the Machine Learning for Earth Systems Modelling: Foundations and New Frontiers course

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

The Future of Earth-System Modeling in the Era of Artificial Intelligence - panel discussion

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

The Use of AI in Destination Earth

Matthew Chantry, Strategic Lead for Machine Learning at ECMWF, introduces the Anemoi framework – an open-source, end-to...