🎤 Conference talk - Building Fraud Detection Services for Business
Table of Contents
Background#
At the beginning of 2024, I had the honor of collaborating with Ilya Boytsov and Evgeny Labzin, the founders of Street Smart AI Berlin, and representing Klarna at the conference as a guest speaker. Here’s what I talked about:
Building Fraud Detection Services for Business: Key Challenges and Solutions#
🔈 Ksenia Legostay, Lead Data Scientist, Klarna
When developing a Fraud Detection Service for businesses, what critical considerations should be taken into account? What challenges must be addressed to prevent negative impacts on essential business metrics?
With experience in Machine Learning for fraud detection both in academia and industry, I shared the challenges faced throughout the entire lifecycle of developing ML models for fraud detection within the fast-paced business environment. This session covered everything from problem definition and data collection to essential evaluation metrics and the critical aspects of model monitoring in a live production setting.
Slide Deck#
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