This repository provides organized study paths for machine learning and deep learning, starting from mathematics and Python basics through neural networks, PyTorch, and large language model development. It emphasizes a modern practice-first learning approach using AI coding assistants, covering topics from traditional ML with scikit-learn to transformer architectures and HuggingFace toolchains.