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MLOps Journey at Wolt

Posted Mar 14, 2023 | Views 570
# Wolt
# MLOps platform
# Kubernetes
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SPEAKER
Stephen Batifol
Stephen Batifol
Stephen Batifol
Machine Learning Engineer @ Wolt

From Android developer to Data Scientist to Machine Learning Engineer, Stephen has a wealth of software engineering experience at Wolt. He believes that machine learning has a lot to learn from software engineering best practices and spends his time making ML deployments simple for other engineers. Stephen is also a founding member and organizer of the MLOps.community Meetups in Berlin.

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From Android developer to Data Scientist to Machine Learning Engineer, Stephen has a wealth of software engineering experience at Wolt. He believes that machine learning has a lot to learn from software engineering best practices and spends his time making ML deployments simple for other engineers. Stephen is also a founding member and organizer of the MLOps.community Meetups in Berlin.

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SUMMARY

Forecasting supply and demand, serving restaurant recommendations, and predicting delivery times. These are just a few examples of how Machine Learning is being applied at Wolt. Now with over 20 million users, scaling the ML infrastructure has been a significant challenge.

This talk highlights those challenges and how they were addressed by building an end-to-end MLOps platform on Kubernetes. You'll learn about the open-source frameworks that Wolt integrated, specifically Flyte, MLFlow, and Seldon Core.

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