February 2018
Intermediate to advanced
378 pages
10h 14m
English
Content preview from Machine Learning with Swift
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Facebook's approach in Caffe2
During the developer conference, Facebook had recently announced their approach to render cutting-edge art work on images and videos on the phone, while effectively leveraging the computing resources with a highly mobile-optimized deep neural network. The overall approach can be studied using the following visual (https://developers.facebook.com/videos/f8-2017/delivering-real-time-ai-in-the-palm-of-your-hand/):
Figure 12.1: Facebook pipeline for compressing neural networks
Facebook used the following pipeline in their applications to achieve 50x size reduction, preserving the accuracy:
- Pruning
- Quantization
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