Track Overview

Innovations in ML Systems

As machine learning becomes more and more integral in software development, how do you make sure you are using the right tools and solving problems? How is the metaverse and machine learning going to shape the future? How do you make sure you are creating Green Software solutions? What ethical considerations do you need to consider before and during model development?

In this track we will look at how to improve performance of ML Systems with cloud solutions and new ML development tools to save cost and reduce emissions. You will learn about operationalizing models, how to leverage cross platform deployments, create green software and start to look at how ML and the metaverse are changing the way we interact with software.

From this track

Session + Live Q&A

How to Operationalize Transformer Models on the Edge

Thursday May 12 / 10:00AM EDT

Sometimes the hardest part of building ML solutions is deployment. In this session, we will look at different model deployment architectures, how to deploy with edge devices and inference in different programming languages. By the end of the demo-heavy session, you will see how to optimize large...

Cassie Breviu

Senior Program Manager @Microsoft

Session + Live Q&A

Open Machine Learning

Thursday May 12 / 11:10AM EDT

In this talk, Omar will talk about trends in the ML ecosystem for Open Science and Open Source. Omar will talk about the power of creating interactive demos using Open Source libraries, BigScience, a one-year long research workshop involving over 700 researchers, and other community-led efforts...

Omar Sanseviero

Machine Learning Engineer @huggingface

Session

The Next Decade of Software Is About Climate - What Is the Role of ML?

Thursday May 12 / 12:20PM EDT

Please note: there will not be a live Q&A for this session.Climate action has risen to the top of many technology companies' agenda. But how does one get started? Green software engineering is an emerging discipline and being a part of the climate change solution is a relatively new part...

Sara Bergman

Software Engineer at the Green Software Foundation

Session + Live Q&A

Operationalizing Responsible AI in Practice

Thursday May 12 / 01:30PM EDT

Enabling responsible development of artificial intelligent technologies is one of the major challenges we face as the field moves from research to practice. Researchers and practitioners from different disciplines have highlighted the ethical and legal challenges posed by the use of machine...

Mehrnoosh Sameki

Senior Technical Program Manager & Tech Lead @Microsoft