Workshop Sessions: Deploying an E2E ML Pipeline with AWS SageMaker - What Amazon didn't tell you

Опубликовано: 08 Июль 2026
на канале: Toronto Machine Learning Society (TMLS)
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Speakers Bio:
Kollol Das, ML Research Lead at Sensibill
Kollol leads the extraction team at Sensibill that specializes in machine learning driven purchase document analysis. An engineer at heart, he made the leap into deep learning when LSTMs were still cool (and believes they are cool even now). His interests include natural language processing, few shot learning and artificial life.

Fred Caroli, ML Engineer at Sensibill
Fred is a machine learning engineer that has been working with machine learning since 2015. Main interests include MLOps, Deep Learning and Clean Code.


Abstract:
In this workshop we will walk you through our perilous journey of setting up a ML pipeline on AWS SageMaker. From GroundTruth to Training Jobs to Endpoints, we will talk about the surprises that lay in wait for unsuspecting engineers and help you navigate the vast underbelly of the AWS ecosystem.