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Building Resilient AI Platforms - Financial Fraud Detection

Conf42 via YouTube

Overview

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Explore the architecture and implementation of resilient AI-powered platforms specifically designed for financial fraud detection in this 29-minute conference talk from Conf42 Platform Engineering 2025. Discover how the growing threat of financial fraud necessitates sophisticated engineering solutions and learn about the evolution of fraud detection systems from traditional rule-based approaches to modern AI-driven platforms. Examine the key components of architecting resilient AI-powered systems, including real-time fraud detection mechanisms that can process and analyze transactions as they occur. Understand multi-cloud architecture strategies that ensure system resilience and availability across different cloud providers. Delve into advanced data engineering techniques that support sophisticated fraud detection algorithms, including data pipeline design, feature engineering, and model training infrastructure. Learn about federated learning approaches that enable collaborative defense mechanisms while maintaining data privacy and security. Explore event-driven microservices architecture and biometric integration techniques that enhance fraud detection capabilities. Master observability and performance optimization strategies essential for maintaining high-performance fraud detection systems at scale. Analyze the business impact of implementing robust fraud detection platforms and examine emerging technologies that will shape the future of financial security systems.

Syllabus

00:00 Introduction and Overview
00:07 The Growing Threat of Financial Fraud
01:58 Engineering the Front Lines: Building Better Platforms
02:22 Evolution of Fraud Detection Systems
03:49 Architecting a Resilient AI-Powered System
07:40 Real-Time Fraud Detection in Action
09:49 Multi-Cloud Architecture for Resilience
11:54 Data Engineering for Advanced Fraud Detection
20:43 Federated Learning and Collaborative Defense
21:57 Event-Driven Microservices and Biometric Integration
24:39 Observability and Performance Optimization
26:05 Business Impact and Future Technologies
28:24 Conclusion: Winning the War Against Fraud

Taught by

Conf42

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