For those doing AI/ML on the European Weather Cloud,  we have published a number of templates to help you set up the necessary software stacks to run your favourite workloads. You may apply those onto an existing instance, and combine them as needed. 

The stacks currently part of this collection are:

• ML Basic: provides a conda environment with the basic AI/ML tools in python such as torch, tensorflow, keras, scikit-learn, and others.
• AI Models: sets up a conda environment with the AI-models package, which allows you to run popular data-driven weather forecasting models such as panguweather or graphcast. It provides 
• Anemoi: installs a conda environment featuring all the Anemoi components. It includes the basic packages such as datasets, training, graphs, models or inference.
• AIFS Single MSE: installs the ECMWF AIFS Data-Driven Forecasting system and supporting dependencies. You will be able to run