Tag: Edge AI
-
Whisper.cpp vs Faster-Whisper: Why Speed Tests Lie
Lab benchmarks show whisper.cpp winning, but production flips the winner. Here's why speed tests miss memory pressure, cold starts, and streaming overhead.
-
ESP32 vs Pi Zero vs Jetson Nano: First TinyML Pick
Compare ESP32, Pi Zero, and Jetson Nano for your first TinyML project. Discover which board matches your power, cost, and ML needs perfectly.
-
MobileNet vs EfficientNet-Lite: Pi 4 First Model 38ms Gap
Compare MobileNet vs EfficientNet-Lite on Raspberry Pi 4: benchmark reveals surprising 38ms latency gap. Which lightweight model wins for edge deployment?
-
TFLite Inference Fails on Android: 5 ONNX Mobile Fixes
Fix TFLite Android crashes with ONNX Runtime โ 5 solutions for dynamic shapes, quantization bugs, GPU failures, and memory leaks with real benchmarks.
-
ONNX INT8 vs FP16: 3x Latency Drop on Jetson Orin Nano
YOLOv8n INT8 cut latency from 47ms to 15ms on Jetson Orin Nano โ but small-object mAP dropped 5.7%. Real tradeoff numbers with power benchmarks.
-
TFLite vs ONNX Mobile: 5 ARM Devices, 12ms Gap
TFLite vs ONNX benchmark on 5 ARM devices reveals 12ms latency gapโone framework dominates power efficiency while the other surprises on speed
-
Federated Learning vs Centralized: 3 Reasons Edge Fails
Federated Learning vs Centralized: Discover why edge training struggles with convergence, hardware limits, and security risks in real-world ML systems.
-
TensorFlow Lite vs PyTorch Mobile: Cortex-A Latency Test
Compare TensorFlow Lite vs PyTorch Mobile on Cortex-A processors. Our latency benchmarks reveal surprising performance gaps you need to know.