21CTO

Dec 16, 2017 · Artificial Intelligence

Unveiling the Mathematics Behind Deep Learning Success

This article reviews recent research that mathematically explains why deep learning, especially convolutional neural networks, achieve remarkable performance by examining core factors such as architecture, regularization, and optimization, and discusses properties like global optimality, geometric stability, and invariant representations.