Artificial intelligence-based projects
Ai Weapons detector
The project leveraged YOLOv8, incorporating a Vision Transformer (ViT), as the foundation for developing a weapons detection model. Using Python scripting based on a standard RoboFlow model, the team trained the model on Google Colab, monitoring metrics like mAP, loss rate, and confusion matrix. Challenges included converting X-ray image annotations to a compatible format and addressing a shortage of shuriken and knife images by using unannotated dataset images. Issues with uploading annotations to RoboFlow were resolved by creating a conversion program. The project, named “Outsiden’t,” encountered errors in Colab due to the apostrophe, necessitating its removal. The weapon detection system utilizes computer vision and bounding boxes to identify and locate weapons in X-rayed luggage, addressing underrepresented categories through additional dataset incorporation. (Demo site is being run on a test server so website up times may vary)
Ai lecture notes
currently being created, but is in early stages of development so not sure when it will be done.
update will come as soon as possible.
Ai All in one YouTube Tool
the tool aims to increase views, subscribers and the speed of production for channels. currently the Ai tool is in extremely early testing on analytics and data provided by channels using the YouTube tool. currently being created.
update will come as soon as possible.