PyData Global 2023

Emeli Dral

Emeli Dral is a Co-founder and CTO at Evidently AI, a startup developing open-source tools to evaluate, test, and monitor the performance of machine learning models.

Earlier, she co-founded an industrial AI startup and served as the Chief Data Scientist at Yandex Data Factory. She led over 50 applied ML projects for various industries - from banking to manufacturing. Emeli is a data science lecturer at GSOM SpBU and Harbour.Space University. She is a co-author of the Machine Learning and Data Analysis curriculum at Coursera with over 100,000 students.

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Sessions

12-06
13:00
30min
More like this: monitoring recommender systems in production
Emeli Dral

How can you make sure that your recommender systems work as expected? Once you put them into production and users start interacting with the model predictions, evaluating the model output quality might become tricky. In this talk, we will explore how to monitor the quality of recommender systems in production, detect data drift, and prevent known model failure modes.

General Track
General Track