If you want just one book to learn all things deep learning from scratch with coding including the latest techniques, it should be Dive into deep learning [0]. Really underrated and not well-known.
I'm so glad to see this posted! It's a great resource. I wonder if it's less well known because people prefer video content and/or it's rather formal and not very gentle.
[0] https://d2l.ai/