October 2017
Beginner to intermediate
270 pages
7h
English
Content preview from Machine Learning for Developers
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GoogLenet and the Inception model
GoogLenet was the neural network architecture that won the LSVRC in 2014, and was the first really successful attempt by one of the big IT companies in the series, which has been won mostly by corporations with giant budgets since 2014.
GoogLenet is basically a deep composition of nine chained Inception modules, with little or no modification. Each one of these Inception modules is represented in the following figure, and it's a mix of tiny convolutional blocks, intermixed with a 3 x 3 max pooling node:
Even with such complexity, GoogLenet managed to reduce the required parameter number (11 millon compared ...
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