Julie Amundson
Former Machine Learning Infrastructure Team Leader
Netflix
Julie's 20 year career in Software Engineering and Engineering Leadership has spanned the public and private sector: from enabling large scale genomic research to building the first generation Netflix streaming service.
In her recent years at Netflix, Julie led the Machine Learning Infrastructure team responsible for Metaflow, an end-to-end Machine Learning and Data Science framework. Metaflow was built for ML practitioners and time-tested across thousands of ML projects at dozens of companiessince 2017. It has successfully cut down deployment time for ML projects from months to days, in some cases. Julie is also co-founder of Order of Magnitude Labs, which aims to solve practical Active Inference problems such as the Amazon picking challenge.
Follow Julie on Twitter @yakticus and LinkedIn at /julieamundson.
Talks I've Given
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Evolving the ML Platform organisation at Netflix: a case study
Featuring Julie Amundson
Do you wish there was a Machine Learning model to tell you how to structure your ML teams? So do I! While we're waiting for that, I'll share the story of how the ML Platform organisation evolved at Netflix. Although this story is specific to our own journey to expand Netflix ML...
leadership machine-learning -
Machines that Learn Through Action: The Future of AI
Featuring Julie Amundson
Deep Learning has led to breakthroughs in many previously unsolved problem domains, from image classification to machine translation to medical imaging analysis. Venture capital firm Andreessen Horowitz recently cooked up an AI playbook, which posits that AI will impact software as broadly as...
ai-&-ml -
Machines that Learn Through Action: The Future of AI
Featuring Julie Amundson
Deep Learning has led to breakthroughs in many previously unsolved problem domains, from image classification to machine translation to medical imaging analysis. Venture capital firm Andreessen Horowitz recently cooked up an AI playbook, which posits that AI will impact software as broadly as...
ai-&-ml -
Machines that Learn Through Action: The Future of AI
Featuring Julie Amundson
Deep Learning has led to breakthroughs in many previously unsolved problem domains, from image classification to machine translation to medical imaging analysis. Venture capital firm Andreessen Horowitz recently cooked up an AI playbook, which posits that AI will impact software as broadly as...
ai-&-ml