6 posts
Learn how to implement continuous model improvement for YOLO-based posture detection on the Jetson Orin Nano—from logging predictions to automated retraining.…
I tested four different YOLO 11 retraining strategies for continuous learning—and the results surprised me. Fine-tuning with frozen backbone layers achieved the best accuracy while using 70% less RAM than full retraining.…
Deploy your YOLO posture model on Jetson Orin Nano using FastAPI. Build a websocket web UI, alerting system, and MacOS app. Full source code included.…
Train a custom YOLO model for sitting posture detection on Jetson Orin Nano. Includes data collection, training, TensorRT optimization, and full GitHub code.…
A beginner's guide to running YOLO on the NVIDIA Jetson Orin Nano. Covers setup challenges, camera streaming in Jupyter, and hands-on examples of object detection, segmentation, classification, and pose estimation.…
First impressions and complete setup guide for the NVIDIA Jetson Orin Nano Developer Kit. Covers hardware assembly, SSD and camera installation, SDK manager troubleshooting, and remote access configuration.…