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Book Overview & Buying
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Table Of Contents
Machine Learning in Microservices
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Earlier in the chapter, we briefly discussed deep learning and the advantages it brings when enhancing simple machine learning models. In this section, we will go into more information on the different deep learning models.
Before we can build our model, we will briefly go over the structure of the deep learning models. A simple ANN model usually contains about two to three fully connected layers and is usually strong enough to model most complex linear functions, but as we add more layers, the improvement to the model significantly diminishes, and it is unable to perform more complex applications due to overfitting.
Deep learning allows us to add multiple hidden layers to our ANN while reducing our time to train the model and increasing the performance. We can do this by adding one or both types of hidden layers common in deep learning – a CNN or RNN.
A CNN is mostly applied in the image detection and video recognition field due...
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