October 2018
Intermediate to advanced
246 pages
6h 26m
English
Content preview from Machine Learning Projects for Mobile Applications
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Gender model
This is built on the IMDB WIKI dataset, which contains 500k+ celebrity faces. It uses the MobileNet_V1_224_0.5 version of MobileNet.
The link to the data model project can be found here: https://data.vision.ee.ethz.ch/cvl/rrothe/imdb-wiki/.
It is very rare to find public datasets with thousands of images. This dataset is built on top of a large collection of celebrity faces. There are two common places: one is IMDb and the other one is Wikipedia. More than 100K celebrities' details were retrieved from their profiles from both sources through scripts. Then it was organized by removing noises(irrelevant content). All the images without a timestamp were removed, assuming that images with a single photo are likely to show the person ...
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