As part of pre-requisites, we would need a subscription with valid payment, Free or trial Azure subscriptions won't work. You can use shared compute quota though to deploy models from model catalogue. To demo the power of Gen AI models, you can use mlflow to log the model and show case its various generative AI ability. Attached reference on MLFlow which can be run on AML studio notebooks.
Kindly refer below link: prerequisites
https://mlflow.org/docs/latest/llms/
Thank You.