Barcodes as Summary of Loss Function Topology

Serguei Barannikov, Alexander Korotin, Dmitry Oganesyan +2

We propose to study neural networks' loss surfaces by methods of topological data analysis. We suggest to apply barcodes of Morse complexes to explore topology of loss surfaces. An…