From the course: Amazon Web Services Machine Learning Essential Training

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AWS AI platforms vs. frameworks

AWS AI platforms vs. frameworks - Amazon Web Services (AWS) Tutorial

From the course: Amazon Web Services Machine Learning Essential Training

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AWS AI platforms vs. frameworks

- [Instructor] As I mentioned earlier in this course, it's becoming increasingly common in production to layer on machine learning as part of complex analytics solutions, and in fact, at the end of the course, I'm going to show you some sample and reference architectures that do just that. I thought it would be interesting, though, to consider speed or time when we're thinking about which type of analytics to use, whether business or predictive, and kind of putting the two together, because this is how it goes in the real world. So if we consider first how quickly we need to get the data back, and we think then about how we're going to get the data into our system, that can drive what we select in terms of our algorithmic processing around that data. To be succinct, it can drive the choice to whether we use machine learning or not. So considerations include, is it milliseconds or seconds? Something like fraud alerts? That's usually streamed data. Is it some kind of dashboard, and the…

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