AI posture detection AI Sitting Posture Detection with NVIDIA Jetson Orin Nano: Continuous Learning and Improvement (Part 3) Learn how to implement continuous model improvement for YOLO-based posture detection on the Jetson Orin Nano—from logging predictions to automated retraining.
AI Comparing YOLO 11 Retraining Strategies for Continuous Learning 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.
AI posture detection AI Sitting Posture Detection with NVIDIA Jetson Orin Nano: Web UI and Alerting (Part 2) 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.
AI posture detection AI Sitting Posture Detection with NVIDIA Jetson Orin Nano: Model Training and Preparation (Part 1) Train a custom YOLO model for sitting posture detection on Jetson Orin Nano. Includes data collection, training, TensorRT optimization, and full GitHub code.
AI NVIDIA Jetson Orin Nano: Getting Started with YOLO 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.
AI NVIDIA Jetson Orin Nano: First Impressions & Initial Setup 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.