Embark on a fascinating journey through a strange differentiable wonderland where you learn to interact with neural networks through coding. Dive into the basics of optimizing functions via automatic differentiation and explore common designs for sequences, graphs, texts, and audios. Master convolutional, attentional, and recurrent blocks to unlock the secrets of advanced models like large language models and multimodal architectures.