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 computers.


From this track

Session + Live Q&A Edge Computing

How to Operationalize Transformer Models on the Edge

Monday Apr 4 / 10:35AM BST

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 Source

Open Machine Learning

Monday Apr 4 / 11:50AM BST

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 + Live Q&A Tech Ethics

Operationalizing Responsible AI in Practice

Monday Apr 4 / 01:40PM BST

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

Session + Live Q&A Machine Learning

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

Monday Apr 4 / 02:55PM BST

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 of many software companies' strategy. With accuracy hungry...

Sara Bergman

Software Engineer at the Green Software Foundation

Session + Live Q&A Machine Learning

A Chat with the Experts

Monday Apr 4 / 04:10PM BST

Join Cassie Breviu as your host for a discussion about ML and get all your questions answered from the amazing speakers in the Innovations in ML track!

Omar Sanseviero

Machine Learning Engineer @huggingface

Mehrnoosh Sameki

Senior Technical Program Manager & Tech Lead @Microsoft

Sara Bergman

Software Engineer at the Green Software Foundation

UNCONFERENCE + Live Q&A

Unconference: ML Innovations

Monday Apr 4 / 05:25PM BST

Details coming soon.


Speakers from this track

Cassie Breviu

Senior Program Manager @Microsoft

Cassie Breviu is a Senior Program Manager at Microsoft on the AI Frameworks team. She is a career switcher and self-taught developer. She is passionate about D&I and helping others learn to code. She enjoys working in technologies with two letter abbreviations: AI/ML, MR/VR/XR/AR. But really,...

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Omar Sanseviero

Machine Learning Engineer @huggingface

Omar Sanseviero is a Machine Learning engineer with 7 years of experience. Currently, he works at Hugging Face in the Open Source team democratizing the usage of Machine Learning. Previously, Omar worked as a Software Engineer at Google in the teams of Assistant and TensorFlow Graphics. Omar is...

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Mehrnoosh Sameki

Senior Technical Program Manager & Tech Lead @Microsoft

Mehrnoosh Sameki is a senior technical program manager and tech lead at Microsoft, responsible for leading the product efforts on operationalizing responsible AI in practices within the Open Source and Azure Machine Learning platform. She has cofounded Error Analysis, Fairlearn, and...

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Sara Bergman

Software Engineer at the Green Software Foundation

Sara is a Software Engineer at Microsoft Development Center Norway working in a team which owns several backend APIs powering people experiences in the Microsoft eco-system. She is an advocate for sustainable software practices at MDCN and M365. She is a member of the Green Software Foundation...

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Find Sara Bergman at:

Track Date

Monday Apr 4 / 07:55PM BST

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Track Host

Cassie Breviu

Senior Program Manager @Microsoft

Cassie Breviu is a Senior Program Manager at Microsoft on the AI Frameworks team. She is a career switcher and self-taught developer. She is passionate about D&I and helping others learn to code. She enjoys working in technologies with two letter abbreviations: AI/ML, MR/VR/XR/AR. But really,...

Read more

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