Machine Learning Presentation: Packaging Your Models

This talk discusses common ways to package your machine learning models. Learn about best practice and the current state-of-the-art.

Dr. Phil Winder shares experiences of Winder.AI’s machine learning consulting experience at a variety of large and small organizations.


In this talk he focuses on packaging ML models for production serving. Learn about how the cloud vendors compare, what orchestration abstractions prefer, and how packaging tools seek to find the right abstractions.

At the end of the talk Phil distils this information and presets best practices. There’s also some discussion of future trends and some ideas for aspiring open-source engineers.

About This Series

Welcome to Winder.AI talks. A series of free interactive webinars hosted by Dr Phil Winder, CEO of Winder.AI, Author of O’Reilly’s Reinforcement Learning and one of the founders of the MLOps Community, covering a range of topics about the use of machine learning operations (MLOps), reinforcement learning (RL), and machine learning (ML) in industry today.

Gather technical insights and understand ways in which you can empower your organization through the application and operation of Artificial Intelligence (AI). Each event is fully interactive with its very own dedicated Q&A session at the end of each session.