The workshop aims to bridge theoretical understanding and hands-on application by introducing AI fundamentals, MATLAB programming essentials, and advanced machine learning methods such as ensemble models, support vector machines, and neural networks. Participants will gain experience in data pre-processing, model training, and evaluation, as well as applying AI techniques to real-world domains like signal processing and computer vision. By the end of the workshop, attendees will be able to confidently use MATLAB to develop, test, and deploy AI models, and they will have completed a mini-project that demonstrates their ability to solve practical problems using AI-driven approaches.