Machine Learning Presentation: Packaging Your Models

by Dr. Phil Winder , CEO

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

Abstract

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.

More articles

Scaling StableAudio.com Generative Models Globally with NVIDIA Triton & Sagemaker

Learn from the trials and tribulations of scaling audio diffusion models with NVIDIA's Triton Inference Server and AWS Sagemaker.

Read more

Big Data in LLMs with Retrieval-Augmented Generation (RAG)

Explore how Retrieval-Augmented Generation (RAG) enhances Language Models by utilizing indexing, retrieval, and generation for up-to-date data access.

Read more
}