This is an introduction to the essentials of artificial intelligence, specifically tailored for those new to the field or looking to update their skills. This program will cover the core concepts of deep learning, focusing primarily on classification tasks and Convolutional Neural Networks (CNNs), essential for applications in image processing and computer vision. Mentee(s) will also gain insight into Generative Adversarial Networks (GANs), showcasing the creative capabilities of neural networks. Whether you're a student, professional, or enthusiast, this session will equip you with a solid foundation in the basics of deep learning and its practical applications. We will have hands-on exercises preliminary using PyTorch.