Neural Network Layer Algebra: A Framework to Measure Capacity and Compression in Deep Learning

Alberto Badias, Ashis Banerjee

We present a new framework to measure the intrinsic properties of (deep) neural networks. While we focus on convolutional networks, our framework can be extrapolated to any network…