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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Overview of summary operations
Summaries provide a way to export condensed information about a model, which is then accessible in tools such as TensorBoard.
Some of the commonly used summary functions are:
- scalar
- histogram
- audio
- image
- merge
- merge_all
A scalar summary operation returns a scalar, that is, the value of a certain metric over an increasing number of epochs.
A histogram summary operation returns the histogram of various values—potentially weights and biases at each layer.
The image and audio summary operations return images and audio, which can be visualized and played in TensorBoard respectively.
A merge operation returns the union of all the values of input summaries, while merge_all returns the union of all the summaries contained ...
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