Edge AI – Page 4 – TildAlice

YOLOv8 INT8 Quantization: 4x Faster on Jetson Orin

2026년 02월 07일

INT8 quantization pushed YOLOv8 from 45 to 180 FPS on Jetson Orin Nano. PTQ beat QAT with 10 lines of calibration code. Here's the recipe.

2026년 02월 06일

Deploy keyword spotting and anomaly detection on ESP32 for under $10. Quantization guide cuts model size 75% with minimal accuracy loss.

2026년 01월 08일

Edge AI vs Cloud AI for factories: latency, cost, and reliability compared across 3 real deployments. The hybrid approach won.

2025년 12월 31일

Speed up YOLO inference 8x on Jetson with TensorRT INT8 quantization. ONNX conversion pitfalls and FP16 vs INT8 accuracy tradeoffs included.

2025년 12월 08일

Build a $70 Edge AI predictive maintenance system with Raspberry Pi and MEMS sensors. Real FFT and TinyML code included.