ICML 2019 Expo Demo

July 12, 2020

Expo 2019 Schedule »

Declarative On-Device Machine Learning

Sponsor: doc.ai

Organizers:
Philip Dow (Doc.ai)

Presenters:
Philip Dow (Doc.ai)

Abstract:

TensorIO is a declarative frontend for machine learning on the edge. With increasing advances in quantization, hardware acceleration, and federated learning, there is a growing demand to push machine learning models onto highly performant mobile devices. Tools such as TensorFlow Lite, Core ML, and ML Kit exist, but they use imperative programming languages and require extensive knowledge of platform specific APIs. In contrast, TensorIO offers a plain text interface to an underlying machine learning library, allowing researchers without platform experience to deploy their models to mobile devices.