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How to build a MLOps platform

Автор: PyData

Загружено: 2021-04-03

Просмотров: 10730

Описание:

PyData Cyprus Meetup - March 2021


Abstract
-----------------------
MLOps is a very popular word these days in the ML community. In this talk, Pavlos will explain what MLOps is about and why it's important in order to scale ML at your organization. Additionally, Pavlos will provide best practices and tips on how you can build an MLOps platform without the need to hire 10 software engineers and data scientists.

About the speaker
-----------------------
Pavlos Mitsoulis is a Staff Data Scientist leading the Reinforcement Learning team at Expedia Group and the co-creator of Sagify, an open source MLOps CLI tool to easily train, tune and deploy ML models on Sagemaker by implementing just a train and a predict function. His interests are around MLOps and Contextual Multi-Armed-Bandits these days.




www.pydata.org

PyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.

PyData conferences aim to be accessible and community-driven, with novice to advanced level presentations. PyData tutorials and talks bring attendees the latest project features along with cutting-edge use cases. 00:00 Welcome!
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How to build a MLOps platform

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