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Build High-Performance and AI-Enabled Sensor Processing Applications
, Senior Solution Architect, NVIDIA
, Technical Marketing Engineer, NVIDIA
Along with the demand for real-time insights and autonomous decision-making comes the need for scalable edge solutions that can process AI-enabled sensor data at the source and scale out to on-premises or cloud. However, several formidable challenges lie ahead:
Real-time latency requirements. Complexity of building and maintaining custom pipeline for AI-enabled sensor processing. Hardware heterogeneity needs (for a solution not tied to a specific type of hardware). Multimodality sensor processing. Compute-efficient visualization. Integration from edge to on-premises to cloud distributed network. Long-term whole-stack stability.
Holoscan SDK is NVIDIA’s real-time, low-latency, and domain-agnostic SDK to build, deploy, and scale domain-agnostic AI-enabled sensor processing applications. We'll demonstrate how to scale with Holoscan, while stressing core components including simplification of I/O from sensor to GPU, AI inferencing and accelerated computing, and real time visualization. Prerequisite(s):