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
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
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
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
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: ML Innovations
Monday Apr 4 / 05:25PM BST
Details coming soon.
Speakers from this track
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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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,...
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