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Реєстрація на наступну конференцію Конференція DevOps fwdays'23 вже відкрита!

Automated Machine Learning: building a conveyor

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Data Science

What is the most difficult part of the machine learning process? Data collection? Feature Engineering? Model selection and tuning? Deploy and monitoring? What if you have a whole bunch of models, and business requires you to continuously improve, experiment, re-train and integrate models? And what if you are not even a Data Scientist?

In this talk:

  • How to not be drown in chaos, and build structured ML-integration process in a large company
  • Taking a close look at what can be automated (spoiler: everything)
  • Discussing "conveyor" taking ideas as input can make a great impact on business metrics, through fast and convenient machine learning integration
  • What can we achieve by using very basic and simple models
Mikhail Ovchinnikov
Facebook
  • Engineering Manager at Facebook
  • Primary areas of interest are: security projects and Anti-spam, high availability distributed systems, large-scale machine learning, infrastructure management and DevOps
  • Hands-on experience not only in backend engineering but also in cloud solutions, mobile development, and frontend engineering
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