Why Your AI Model Chokes on the Edge (The Secret of Hardware-Aware NAS)
Автор: DeepOptimize
Загружено: 2026-02-28
Просмотров: 8
Описание:
Stop relying just on FLOPs. If your cloud-trained Computer Vision model is stuttering and overheating your Edge device, your neural network architecture might literally be the wrong shape.
In this video, we break down why "efficient architecture" is not a universal concept. We explore the reality of Hardware-Aware Neural Architecture Search (NAS) and explain why models optimized for GPUs (like in the cloud) look fundamentally different from those optimized for CPUs and Edge devices. If you are just applying pruning and INT8 quantization to an off-the-shelf GPU model, you are leaving massive performance on the table.
#EdgeAI #ComputerVision #MachineLearning #NeuralArchitectureSearch #DeepLearning #ModelOptimization #AIEngineering #MLOps
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