Recently I had to consult a client on moving an on-prem recommender system to AWS. Naturally they were interested in using the SageMaker offering for building the entire train-validate-deploy pipeline. To refresh my ML pipelining knowledge I did this quick end-to-end tutorial of bulding an ML pipeline with Amazon SageMaker.