From the popular Sentdex YouTube channel, “Neural Networks From Scratch” is a book intended to teach you how to build neural networks on your own, without any libraries, so you can better understand deep learning and how all of the elements work.
This is so you can go out and do new/novel things with deep learning as well as to become more successful with even more basic models. If you find animations and video to be more helpful, you may find that here.
The book covers fundamental concepts, mathematical derivations, and practical implementations, enabling readers to gain a deep understanding of how neural networks work under the hood.
One of the key features of NNFS.io is the interactive learning experience it provides. Readers can highlight and comment on specific sections of the book’s online version, allowing for direct communication with the authors and a supportive community to address any questions or confusion. Additionally, the book is available in both softcover and hardcover formats, printed in full color with syntax highlighting for Python code and references.
Whether you’re a beginner or an experienced practitioner, NNFS.io offers a valuable resource for mastering neural networks from the ground up, fostering a deep understanding of the underlying principles and enabling you to build novel models tailored to your specific needs