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Learning AWS - Second Edition by Amit Shah, Aurobindo Sarkar

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Deploying cloud-based machine learning pipelines

We observe that only a small fraction of real-world ML systems are composed of ML code (the small black box in the figure shown here). However, the infrastructure surrounding this ML code is vast and complex. There are many services offered by cloud providers to provide and manage the infrastructure required for modern machine learning applications:

The following figure illustrates a typical machine learning pipeline at a conceptual level. However, real-life ML pipelines are a lot more complicated with several models being trained, tuned, combined, and so on.

The following figure shows core ...

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