دانلود کتاب ریاضی برای یادگیری عمیق – آنچه برای درک شبکه های عصبی باید بدانید

This is not an introductory deep learning book. It will not teach you the basics of deep learning. Instead, it’s meant as an adjunct to such a book. (See my book Practical Deep Learning: A Python-Based Introduction [No Starch Press, 2021].) I expect you to be familiar with deep learning, at least conceptually, though I’ll explain things along the way. Additionally, I expect you to bring certain knowledge to the table. I expect you to know high school mathematics, in particular algebra. I also expect you to be familiar with programming using Python, R, or a similar language. We’ll be using Python 3.x and some of its popular toolkits, such as NumPy, SciPy, and scikit-learn. I’ve attempted to keep other expectations to a minimum. After all, the point of the book is to give you what you need to be successful in deep learning.