Dive into Layers: Neural Network Capacity Bounding using Algebraic Geometry

Ji Yang, Lu Sang, Daniel Cremers

The empirical results suggest that the learnability of a neural network is directly related to its size. To mathematically prove this, we borrow a tool in topological algebra: Bett…