Part I: The Theory (digital adversaries)

A short intro into CNN

Starting from 1943 (the first mathematical formalization of the definition “artificial neuron” by Warren McCulloch and Walter Pitts in the paper “A logical calculus of the ideas immanent in nervous activity”) the neural nets become:

  • Wider (more parameters),
Perceptron scheme (left) and modern GoogleNet (right). Image credit:

For now it is the well-known fact that the main tool for image and video smart processing are convolutional neural nets (CNNs). …

Aleksandr Petiushko

Ph.D., lecturer at Lomonosov Moscow State University. Scientific expert, team leader at Huawei Moscow Research Center.

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