August 2018
Intermediate to advanced
272 pages
7h 2m
English
book
Hands-On Convolutional Neural Networks with TensorFlow
by Iffat Zafar, Giounona Tzanidou, Richard Burton, Nimesh Patel, Leonardo Araujo
Content preview from Hands-On Convolutional Neural Networks with TensorFlow
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Control parameters
MobileNets uses two hyperparameters to help control the trade-off between accuracy and speed, allowing for a network that is suitable for any device you want to target. The two hyperparameters are as follows:
- Width Multiplier: Controls the Depthwise CONVs accuracy by uniformly reducing the number filters used throughout the network
- Resolution Multiplier: Simply scales down the input image to different sizes
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