Perceptrons, LMS, Backpropagation, Statistical Learning Theory, SVMs Recurrent Systems
The book "Neural Networks: A Classroom Approach" by Satish Kumar has several key features that make it a valuable resource for students and researchers:
by Satish Kumar is widely regarded as one of the most pedagogical and comprehensive textbooks for students and professionals entering the field of artificial intelligence . Published by McGraw Hill Education, it is specifically designed to bridge the gap between abstract mathematical theory and practical application through a "classroom-style" delivery. Core Philosophy and Approach Statistical Learning Theory
Selected lecture notes are available via Vidyaprasar DEI . Retail: Available on Amazon India .