An Introduction to Optimizing ML Models with TVMC

An Introduction to Optimizing ML Models with TVMC

Explore an introduction to optimizing machine learning models using TVMC in this 58-minute tinyML Talks local webcast. Dive into the Apache TVM deep learning compiler stack and learn how to build optimized models for various platforms. Discover the high-level workings of TVM, including its runtime, intermediate representation, and tensor expressions. Gain practical knowledge on using TVMC, understanding concepts like Auto TVM, Relay, and supported platforms. Follow along with a hands-on demonstration using a resnet50 model and learn about remote procedure calls for Raspberry Pi deployment. Acquire valuable insights into improving deep learning system performance through this comprehensive overview of TVMC and its applications.