The Neuromatch Academy Deep Learning course provides hands-on, code-first instruction in deep learning theories, models, and applications. It covers convolutional neural networks, recurrent neural networks, transformers, and reinforcement learning algorithms, with emphasis on how neuroscience concepts can inspire deep learning approaches. Content is delivered via Jupyter Notebooks and structured daily schedules, accessible through their ebook at deeplearning.neuromatch.io.