This repository contains educational materials for a graduate-level deep learning course, including lecture slides and hands-on lab notebooks. The curriculum covers foundational topics such as backpropagation, embeddings, and convolutional networks, as well as advanced subjects including sequence-to-sequence models, attention mechanisms, unsupervised learning, and generative models.