April 2018
Beginner to intermediate
500 pages
11h 26m
English
book
Hands-On Machine Learning on Google Cloud Platform
by Giuseppe Ciaburro, V Kishore Ayyadevara, Alexis Perrier, Bryan Fry, Antonio Gulli
Content preview from Hands-On Machine Learning on Google Cloud Platform
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Vision API
The Vision API lets us build quite a few applications related to vision:
- Detecting labels in an image
- Detecting the text in an image
- Face detection
- Emotion detection
- Logo detection
- Landmark detection
Before we dive into building applications using the preceding, let's get a quick understanding of how they might be built, using face emotion detection as an example.
The process of detecting emotions involves:
- Collecting a huge set of images
- Hand-labeling images with the emotion that is likely represented in the image
- Training a convolutional neural network (CNN) (to be discussed in future chapters) to classify the emotion, based on an image as input
While the preceding steps are heavily resource intensive (as we would need a ...
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