SANTA CLARA — At the Money20/20 fintech conference, NVIDIA introduced a powerful new AI workflow for fraud detection, powered by its AI platform on Amazon Web Services (AWS). This solution aims to enhance the ability of financial institutions to detect and prevent credit card fraud by leveraging accelerated data processing and advanced machine learning algorithms. With global credit card fraud losses projected to hit $43 billion by 2026, this workflow provides a timely solution, enabling banks and financial service providers to identify intricate patterns in transaction data, increasing detection accuracy and reducing false positives.
The NVIDIA AI workflow simplifies the migration of traditional fraud detection systems to accelerated computing, using the NVIDIA AI Enterprise platform and NVIDIA GPU instances. For financial institutions embracing machine learning, this solution can improve fraud detection accuracy by up to 40%, allowing faster identification of suspicious activity.
Optimized for credit card fraud detection, the workflow also has potential applications in other areas, including account takeover and money laundering prevention. It integrates tools like NVIDIA RAPIDS, which speeds up data processing, and advanced graph neural network (GNN) embeddings within the XGBoost algorithm to further reduce false positives. The NVIDIA Morpheus framework and Triton Inference Server round out the workflow, enabling real-time inference and secure inspection of transaction data.
Leading financial organizations, including American Express and Capital One, have already integrated AI solutions to combat fraud, with companies like BNY Mellon investing in NVIDIA’s DGX SuperPOD systems to support fraud detection initiatives. By adopting the new NVIDIA workflow, financial institutions and service providers can enhance customer protection, streamline fraud detection processes, and safeguard digital identities.
Explore the fraud detection NVIDIA AI workflow and read this NVIDIA Technical Blog on supercharging fraud detection with GNNs.
Learn more about AI for fraud detection by visiting the NVIDIA AI Pavilion featuring AWS at Money 20/20, running this week in Las Vegas.