Tag: #Edge AI

3 articles tagged with Edge AI

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.

Rajath Kumar·Jun 27, 2026

OpenCV & Vision

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.

Rajath Kumar·Jun 27, 2026

Edge AI

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.

Rajath Kumar·Jun 22, 2026