MLOps: Emerging Trends in Data, Code, and Infrastructure

A startup and VC perspective on the evolution of Machine Learning Operations, or MLOps.

The State of MLOps Answering:

What are the paths to MLOps Success?

What is MLOps? 

What is the data-centric approach to MLOps? 

Will MLOps converge to a modular architecture? 

Why does MLOps need open-source software development? 

How does AWS support open-source machine learning? 

Why does MLOps need vendors as well as open-source software? 

Investment Theses from:

• Sequoia
• Madrona Ventures
• AI Fund