Tag: #Edge AI
3 articles tagged with Edge AI
ML / DL
Rajath Kumar·Jun 27, 2026
LoRA Fine-Tuning for Edge Deployment: Shrink, Quantize, Ship
Full fine-tuning is expensive and wasteful when you only need domain adaptation. LoRA trains 1% of the parameters, quantizes to INT8, and runs on edge hardware.
OpenCV & Vision
Rajath Kumar·Jun 27, 2026
Real-Time Edge Vision: OpenCV + ESP32-CAM for Embedded Inference
Stream video from an ESP32-CAM, process frames with OpenCV on the edge, and run lightweight inference — all without a cloud dependency.
Edge AI
Rajath Kumar·Jun 22, 2026
TinyML on ESP32: Building an Anomaly Detection Model from Scratch
Running a trained anomaly detection model on an ESP32 with no cloud. Here's the full pipeline — data collection, training, quantization, and inference.