From the course: Machine Learning with SageMaker by Pearson

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Cost optimization with auto-scaling and SageMaker Savings Plans

Cost optimization with auto-scaling and SageMaker Savings Plans - Amazon SageMaker Tutorial

From the course: Machine Learning with SageMaker by Pearson

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Cost optimization with auto-scaling and SageMaker Savings Plans

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We've seen in these lessons and demos that SageMaker can be particularly expensive. reduce that cost over time. So, therefore, it is important to understand what you can do in order to Doing SageMaker as a student is particularly difficult. So you use the free trial account and you get some credits within SageMaker, and you get some some credits within SageMaker, but it's very easy to go over but it's very easy to go over those credits. those credits, and you have all of a sudden a $2,000 bill that you need to beg Amazon to forgive because you are a student. But if you're doing this in a production environment, then the business is probably going to care as to how much you are actually spending, and any money you can save the business would be beneficial. So machine learning workloads, high cost due to dynamic demand, as well as the compute requirements. So cost optimization is extremely important. If you are deploying on very large compute resources, those things are particularly…

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