tinyML Talks: An Introduction to Optimizing ML Models with TVMC

Date

February 18, 2021

Location

Virtual

Contact us

Discussion

Schedule

Timezone: PDT

An Introduction to Optimizing ML Models with TVMC

Chris HOGE, Senior Developer Advocate for Apache TVM

OctoML

Currently, deep learning systems rely on vendor-provided kernel libraries or various search strategies to get performant tensor programs. This talk will give an introduction to TVMC, a front-end to the Apache TVM deep learning compiler stack that can build optimized models for a variety of different platforms. It will cover how TVM works at a high level, then give a practical introduction on how to use TVMC in practice.

Chris HOGE, Senior Developer Advocate for Apache TVM

OctoML

Chris has more than 10 years of experience in helping build open source communities, including strategic program management for the OpenStack Foundation and as a SIG co-founder in the Kubernetes community. He has a background in Applied Mathematics, and lives in the PNW.

Schedule subject to change without notice.