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C3S data tutorials Jupyterbook

C3S data tutorials Jupyterbook

Format: jupyterbook
Published: January 1, 2026

Jupyter notebook based tutorials that demonstrate how to access and handle climate data available through C3S.

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...
Understanding Climate Data

Understanding Climate Data

Format: Interactive modules (eLearning)
Published: May 7, 2025

From analysis of the past to future projections Short online courseBecause you don't have to be a climate scientist to make climate data work for you! ...

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...
Visualising a full climate data record of multi-sensor aerosol data

Visualising a full climate data record of multi-sensor aerosol data

Format: notebook
Published: January 1, 2025

Introduction to the C3S Aerosol properties gridded data derived from satellite. Creation of a full Climate Data Record.

Exploring gridded data on aerosol properties available on C3S

Exploring gridded data on aerosol properties available on C3S

Format: notebook
Published: January 1, 2025

Introduction to the C3S Aerosol properties gridded data derived from satellite. Use cases for monthly mean single sensor data.

How to access and use a satellite-derived GHG Level 2 data product using XCO2_EMMA as an example

How to access and use a satellite-derived GHG Level 2 data product using XCO2_EMMA as an example

Format: notebook
Published: January 1, 2025

Access and use of satellite-derived Greenhouse Gas (GHG) atmospheric carbon dioxide (CO2) Level 2 data product.