From the course: Leveraging Cloud-Based Machine Learning on AWS: Real-World Applications

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Operations

Operations - Amazon Web Services (AWS) Tutorial

From the course: Leveraging Cloud-Based Machine Learning on AWS: Real-World Applications

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Operations

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- So keep in mind that machine learning operation, or MLOps, is only part of the solution. Your ability to run this thing in an operational state longer term, is where you're going to be judged. So, ultimately, your ability to pay attention to the operational aspects of running a machine learning based system in the cloud is going to be geared to success. So, keep in mind that we have certain components. We have to deal with security, we have to deal with other things, such as governance, and the ability to deal with policies, we have to deal with information, including data, we have to deal with platforms, the ability to run things on CPUs, perhaps it's a Linux-based platform, or Windows NT-based platform. The ability to deal with APIs, service interfaces. The ability to manage performance correctly. The ability to make sure that we're running cost efficiently. And the ability to deal with other things that are going…

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