EAIML #43: How to detect silent failures in ML models, Wojtek K., NannyML

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Zoom link:
https://us02web.zoom.us/j/82682731423?pwd=OWo4dWlkTmY2dHhtN29qSEc0ZHlEZz09
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Dear AI & ML Enthusiasts,

This time we have an exciting talk on
How to detect silent failures in ML models
by
Wojtek Kuberski, NannyML.

Agenda:

Welcome

Interview

Talk:
How to detect silent failures in ML models
Wojtek Kuberski, NannyML
https://www.linkedin.com/in/wojtek-kuberski/
Abstract:
The objective of the talk is to build an understanding of why and how you
need to monitor ML in production. We'll cover the taxonomy of failures
based on use cases, data, characteristics of systems they interact with,
and human involvement. You'll learn the tools (both statistical and
algorithmic) used in dealing with these failures, their applications, and
their limits. Fact is, the world changes and data drift and concept drift
lead to model degradation and losses to the business. We'll leverage
real-life use cases to showcase the importance of ML monitoring in one of
the biggest industries. Finally, we'll show you how to address this by
monitoring ML performance.

➡️About the Speakers:
Wojtek is a Data Scientist and has a Masters degree in AI from KU Leuven. After graduating he founded Prophecy Labs - an AI consultancy. There he focused on building AI systems with huge real-world impact. Measuring the performance of AI systems in production was the biggest challenge for his clients and that’s why he founded NannyML - a startup that monitors AI, ensuring that it continues adding business value over time.

Looking forward to seeing you all!

Alex

P.S.
➡️ If you are on Telegram, the best place to receive updates about the meetup is the Telegram channel
https://t.me/EAIML
You can also join the channel by searching for EAIML on Telegram.

➡️ If you do not have Telegram yet, you can get a Telegram Account for free here https://telegram.org

➡️ If you have further questions about the meetup, the best way to contact me is on Telegram. Click on https://t.me/alexanderlorz or search for alexanderlorz.

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