Book
Lecture Notes in Deep Learning: Theoretical Insights Into an Artificial Mind
ISBN : 9789811281570
Author : Shlomo Dubnov
Publisher : World Scientific
Year : 2025
Language : English
Type : Book
Description : The compendium provides an introduction to the theory of deep learning, from basic principles of neural network modeling and optimization to more advanced topics of neural networks as Gaussian processes, neural tangent and information theory. This unique reference text complements a largely missing theoretical introduction to neural networks without being overwhelmingly technical in a level accessible to upper-level undergraduate engineering students. Advanced chapters were designed to offer an additional intuition into the field by explaining deep learning from statistical and information theory perspectives. The book further provides additional intuition to the field by relating it to other statistical and information modeling approaches.
RECOMMENDED BOOKS
Storyteller: The Life of Robert Louis Stevenson
Leo Damrosch
Cell Signaling: Interplay, Mechanisms, and Therapeutic Implications
Adeeb Shehzad
Role of Medicinal Plants in Autoimmune Diseases : Concepts, Perspectives, and Utilization
Reetika Mahajan
Representations and Rights of the Environment
Sandy Lamalle
The Next Generation Innovation in IoT and Cloud Computing with Applications
Abid Hussain
Countering History Denialism
Pyong Gap Min
Mastering Project Leadership Insights from the Research
Pedro Serrador
The Role of Leadership in Human Resource Management
Shuming ZHAO