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Hands-On Natural Language Processing with Python by Rajalingappaa Shanmugamani, Rajesh Arumugam

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MobileNets

Howard et al. proposed a solution for faster inference with a learning paradigm. The following is an illustration of the use of mobile inference for various models. The models generated with this technique can be used to serve from the cloud, as well:

Reproduced from Howard et al.- Use of mobile inference for various models

There are three ways to apply convolution, as shown in the following diagram:

Reproduced from Howard, et al.

A normal convolution can be replaced with depthwise convolution, as follows:

Reproduced from Howard, ...

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