Case Study: Protecting AI Models at the Edge
featuring Lenovo
Lenovo Protects AI Models at the Edge with the EmSPARK™ Security Suite
INTRODUCTION
The Lenovo ThinkEdge SE70 is a powerful and flexible AI edge platform for the enterprise designed to meet the expanding intelligent transformation needs from logistics, transportation and smart cities to retail, healthcare and manufacturing. Powered by the NVIDIA® Jetson™ Xavier™ NX platform, the solution allows customers to transform every-day IP cameras into ‘smart’ cameras that run computer vision apps at the edge.
THE PROBLEM—PROTECTING AI MODELS AT THE EDGE
THE EmSPARK™ SOLUTION
Lenovo collaborated with SecEdge to integrate the EmSPARK™ Security Suite and provide AI model protection on the SE70.
In this approach, the following steps are taken:
- The application is encrypted, and locked to the device, in storage (e.g. flash memory).
- EmSPARK™ initiates the sequence of loading and running the model.
- A Trusted Application, housed in a secure enclave created by EmSPARK™, verifies, decrypts, and loads the application.
- Interfacing with the Rich Environment’s operating system (e.g. Linux), the Trusted Application loads the application directly into Random Access Memory (RAM) and runs it.
This approach is an efficient way to greatly reduces the attack surface and overall risk profile applied to running an AI model on the Lenovo SE70.
SOLUTION BENEFITS
With a solution providing reliable protection of AI models on the ThinkEdge SE70:
- Lenovo’s ThinkEdge SE70 can be deployed in a variety of applications involving intelligent video analytics, supporting best-in-class AI models.
- Lenovo’s technology partners, producing industry-changing models for edge analytics, can be assured that their intellectual property is safe.
- Lenovo’s customers can deploy the ThinkEdge SE70 safely and securely in their application of choice, while implementing optimized AI models at the network edge.
LENOVO and THINKEDGE are trademarks of Lenovo. NVIDIA, Jetson and Xavier are trademarks of NVIDIA Corporation. All other trademarks are the property of their respective owners.
Without assurance that models are safe, the interests of AI model developers, Lenovo, and end users of the solution are all at risk.
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About Lenovo
Lenovo (HKSE: 992) (ADR: LNVGY) is dedicated to building exceptionally engineered personal computers. Lenovo’s business model is built on innovation, operational efficiency and customer satisfaction as well as a focus on investment in emerging markets. Formed by Lenovo Group’s acquisition of the former IBM Personal Computing Division, the company develops, manufactures and markets reliable, high-quality, secure and easy-to-use technology products and services worldwide. Lenovo has major research centers in Yamato, Japan; Beijing, Shanghai and Shenzhen, China; and Raleigh, North Carolina. For more information see www.lenovo.com.