In this workshop, we will learn how to develop machine learning models to analyze images and classify them. We will learn about a particular type of neural network called convolutional neural networks (CNN) that helps extract the spatial features of images. We will learn about CNNs, activation functions, backpropagation, and attention. We will also explore the intuition of transfer learning by using pre-trained models. We will learn to apply the concepts in a real-world task to classify images.