Tag: Embedded AI

Sustained AI Performance vs Peak TOPS: What Benchmarks Hide

Understanding Peak TOPS and Sustained AI PerformanceWhy Peak TOPS and Sustained AI Performance DivergeAI Accelerator Architecture Behind Peak and Sustained PerformancePeak vs Sustained Performance Across AI HardwareReal-World AI Workloads and Sustained PerformanceEngineering Limits Behind the Peak vs Sustained GapWhy Sustained…

Why Memory Bandwidth Limits On-Device AI More Than Compute Power

What Is Memory Bandwidth in On-Device AI HardwareHow Memory Bandwidth Bottlenecks AI InferenceOn-Device AI Architecture and Memory Bandwidth ConstraintsPerformance Characteristics: Why Memory Bandwidth Limits On-Device AIReal-World On-Device AI Workloads Affected by Memory LimitsKey Limitations of Memory Bandwidth in Mobile AI…

INT8 vs FP16 vs INT4: Which Precision Is Best for Edge Devices?

Why Precision Matters in Real DevicesWhat Is INT8 vs FP16 vs INT4 InferenceHow INT8 vs FP16 vs INT4 Inference WorksEdge Device Architecture ImpactPerformance CharacteristicsReal-World ApplicationsLimitationsWhy It MattersWhich One Should You Care About?Key TakeawaysWhat This Means for You INT8, FP16, and…

How Hybrid On-Device and Cloud AI Improves Smart Home Cameras

What Is Hybrid On-Device and Cloud AI?How It WorksArchitecture OverviewPerformance CharacteristicsReal-World ApplicationsLimitationsWhy Hybrid AI Matters for Smart Home CamerasEdge AI vs Cloud AI vs Hybrid AI (Comparison Table)Key Takeaways How Hybrid On-Device and Cloud AI Improves Smart Home Cameras can…