January 2019
Intermediate to advanced
386 pages
11h 13m
English
book
Python Deep Learning - Second Edition
by Ivan Vasilev, Daniel Slater, Gianmario Spacagna, Peter Roelants, Valentino Zocca
Content preview from Python Deep Learning - Second Edition
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Capsules
To solve these problems, the authors of the paper propose a new type of network building block, called a capsule, instead of the neuron. The output of a neuron is a scalar value. In contrast, the output of a capsule is a vector (a list of values), which consists of the following:
- The elements of the vector represent the pose and other properties of the object.
- The length of the vector is in the (0, 1) range and represents the probability of detecting the feature at that location. As a reminder, the length of a vector is
, where vi are the vector elements.
Let's consider a capsule, which detects faces. If we start moving a face across ...
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.