Showing 1 - 12 of 49 results
CAMS data tutorials Jupyterbook

CAMS data tutorials Jupyterbook

Format: jupyterbook
Published: January 1, 2026

Jupyter notebook based tutorials that demonstrate how to access and handle atmospheric products available through CAMS.

Machine Learning for Operational Forecasters Webinar 3: Case Studies

Machine Learning for Operational Forecasters Webinar 3: Case Studies

Format: Videos
Published: December 3, 2025
This webinar presents a range of case studies comparing the AIFS Single v1 and AIFS ENS v1 models with ECMWF’s IFS and...
Machine Learning for Operational Forecasters Webinar 2: What you need to be aware of

Machine Learning for Operational Forecasters Webinar 2: What you need to be aware of

Format: Videos
Published: November 20, 2025
This webinar explores key considerations for operational forecasters when using forecasts produced by AIFS machine...
Machine Learning for Operational Forecasters Webinar 1: Discover Machine Learning Models

Machine Learning for Operational Forecasters Webinar 1: Discover Machine Learning Models

Format: Videos
Published: November 20, 2025
This webinar briefly describes ECMWF's machine learning work and models - AIFS Single v1 and AIFS ENS v1. How to access...
Understanding Uncertainty in Weather Forecasts

Understanding Uncertainty in Weather Forecasts

Format: Interactive modules (eLearning)
Published: October 9, 2025

Learn about the main sources of uncertainty in weather forecasting and how they are addressed in early warning systems.

Introduction to AIFS ENS v1

Introduction to AIFS ENS v1

Format: Videos
Published: June 24, 2025
On Tuesday 1 July 2025, the first version of the Artificial Intelligence Forecasting System (AIFS) Ensemble model will...
Introduction to AIFS Single v1

Introduction to AIFS Single v1

Format: Videos
Published: February 24, 2025
On Tuesday 25 February 2025, a new version of the deterministic model of the Artificial Intelligence Forecasting System...
Comparing satellite data with models

Comparing satellite data with models

Format: notebook
Published: January 1, 2025

Introducing the theory of comparing satellite retrievals with model fields using averaging kernels and operators.

TROPOMI Ozone Profile retrievals

TROPOMI Ozone Profile retrievals

Format: notebook
Published: January 1, 2025

Analysing TROPOMI ozone profiles using averaging kernels to compare satellite retrievals with model vertical structure.

Comparing TROPOMI NO2 columns with the CAMS regional air quality ensemble product

Comparing TROPOMI NO2 columns with the CAMS regional air quality ensemble product

Format: notebook
Published: January 1, 2025

Comparing TROPOMI NO₂ observations with CAMS regional fields to assess spatial patterns and air-quality variability.

CAMS Global Atmospheric Composition Forecast Practical

CAMS Global Atmospheric Composition Forecast Practical

Format: notebook
Published: January 1, 2025

Evaluating CAMS global aerosol forecasts by comparing model AOD with AERONET observations at selected sites.