NeurIPS 2019 Expo Demo

Dec. 8, 2019

Expo 2019 Schedule »

Tensor Networks with TensorNetwork

Sponsor: Google X, The Moonshot Factory

Abstract:

In this hands-on session, we will introduce tensor networks with TensorNetwork --- an open-source library developed by X to improve the efficiency of tensor calculations --- and it's various use cases in machine learning and quantum systems. Tensor networks are high-powered tools developed in physics and now finding new use in machine learning. Fundamentally, these tensor networks are all about efficient storage and manipulation of correlations in a sparse representation of the data, built using nothing more complicated than matrix multiplication. Until now, there has not been a software library for tensor networks that has a low barrier to entry and is also powerful enough for state-of-the-art computations. That role is being filled by our new open-source library, TensorNetwork.