Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Real-Time Fraud Prevention at Scale

Conf42 via YouTube

Overview

Coursera Spring Sale
40% Off Coursera Plus Annual!
Grab it
Explore real-time fraud prevention strategies at enterprise scale through this 10-minute conference talk from Conf42 SRE 2025. Learn how traditional fraud detection methods fall short in today's fast-paced digital environment and discover the critical need for real-time intelligence systems in MCC (Merchant Category Code) reimbursement scenarios. Dive into advanced machine learning technologies including anomaly detection, pattern recognition, and behavioral analysis that power modern fraud prevention systems. Understand the practical implementation of real-time fraud detection architectures, including streaming data processing, event-driven systems, and low-latency decision engines. Examine federated learning approaches that enable secure data collaboration across organizations while maintaining privacy. Discover measurable business impacts including reduced false positives, faster threat response times, and improved customer experience. Explore emerging technologies such as graph neural networks, explainable AI, and edge computing that are shaping the future of fraud detection. Address regulatory compliance requirements including GDPR, PCI DSS, and ethical AI considerations in automated decision-making systems. Gain insights into strategic implementation approaches for deploying scalable fraud prevention solutions in production environments.

Syllabus

00:00 Introduction to Fraud Detection in MCC Reimbursement
00:29 Challenges in Traditional Fraud Detection Methods
01:09 The Need for Real-Time Intelligence Systems
02:26 Advanced Machine Learning for Fraud Detection
03:12 Key Machine Learning Technologies
04:15 Real-Time Fraud Detection Implementation
05:15 Federated Learning and Data Collaboration
06:04 Measurable Business Impact
06:53 Emerging Technologies and Future Directions
08:04 Regulatory Compliance and Ethical Considerations
09:09 Implementation Strategy
10:18 Conclusion and Final Thoughts

Taught by

Conf42

Reviews

Start your review of Real-Time Fraud Prevention at Scale

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.