Creating Sagemaker training job with terraform?

Question

I am new to terraform and was looking through the documentation. From what I can tell, there's nothing in terraform with regards to create a training job that has the model artifacts. Does this mean I can't use terraform to set up the full sagemaker pipeline? It seems to me you would have to first create the training job in some way, and then you can use terraform to create a model enpoint that uses what is there (but you can't do the training job itself with terraform).

Answer 1

Neither CloudFormation nor Terraform support SageMaker training. Have you looked at Apache Airflow? It's nicely integrated with SageMaker and lets you build end-to-end pipelines:

https://aws.amazon.com/blogs/machine-learning/build-end-to-end-machine-learning-workflows-with-amazon-sagemaker-and-apache-airflow/