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Book Overview & Buying
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Table Of Contents
Machine Learning in Microservices
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This chapter discussed how we can implement machine learning and deep learning in our MSA.
We first looked into the different use cases for how machine learning can be used to build an intelligent MSA. The uses cases can be grouped into four categories:
We discussed each category and what role it plays when looking into creating an intelligent MSA.
From there, we started looking into using supervised machine learning to create a pattern analysis model where it can learn our MSA and create a performance baseline model. Using this, we can determine whether our microservice performance is abnormal. We can then use this to either perform actions based on a threshold or use this baseline to build a more advanced model.
Along with our supervised machine learning model, we can use deep learning to create a more sophisticated model, such as autoencoders, to find...
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