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Johnson7878 / Gatornetics_backend

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Lambda or SageMaker? #1

Closed Johnson7878 closed 1 year ago

Johnson7878 commented 1 year ago

Towards the end of this project, we should be able to identify the timing aspect of our ML section as a whole. Specifically, being able to determine the timing of loading data and overall model run-time. The choice between Lambda and SageMaker is close, because if we identify that our timing is small then we can take advantage of Lambda. However, I have seen a pipeline using both these frameworks concurrently with a REST API (which would be our Flask in this case). Let's come back towards this idea once we have fleshed out our ML section more locally with HiPerGator.

Johnson7878 commented 1 year ago

After discussing with Kyle, lets wait on this and maybe instead chose an EC2 instance instead of the Lambda/SageMaker complex processes. Towards the 2nd quarter of the year, we'll make this decision.

Johnson7878 commented 1 year ago

Decided to instead focus more on the ML model instead of devOps with this one. We'll be going with Heroku.