دانلود کتاب علم یادگیری عمیق

This book provides comprehensive and clear coverage of deep learning, which has transformed the field of artificial intelligence. The book is distinctive in that it uses a unified notation, high-quality illustrated figures and the most up-to-date material in the field, and is accompanied by hundreds of code samples, exercises, and solutions on each topic, automatically generated by program synthesis. The Science of Deep Learning emerged from courses taught by the author in the past five years that have provided thousands of students with training and experience for their academic studies, and prepared them for careers in deep learning, machine learning, and artificial intelligence in leading companies in industry and academia. The motivation for the book is to provide a guide to the field built upon clear visualizations using a unified notation and equations. The content is self-contained, using a unified language so that students, teachers, and researchers in academia and industry can use the book without having to overcome the barriers to entry of the specific language and notation of each topic. Introductory topics are represented using both basic linear algebra and graphs simultaneously, along with the corresponding algorithms.