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Faculty Achievements

Book Publishment

DEEP LEARNING ARCHITECTURES -NEURAL

NETWORKS AND DEEP LEARNING MODELS

Author & Editor by : Mr. Chandra Prakash Singar

Mr. Chandra Prakash Singar is Assistant Professor in the Department of
Information Technology at Shri G.S. Institute of Technology & Science,
Indore M.P.INDIA. He is submitted Ph.D from Maulana Azad National
Institute of Technology (MANIT) Bhopal. He received his M.Tech degree
from Motilal Nehru National Institute of Technology (MNNIT)

Allahabad. He completed B.Tech from University Institute of
Technology, RGPV BHOPAL. Mr. Singar has been teaching UG and PG
courses for more than 16 years. He has more than 8 years experience in
the field of information security. He has various publications in reputed
international journals. He received 2 patents grants and 1 published
patent. His research interests include. Machine learning, Information
security, IOT applications.

Content of the Book:-

This book provides a thorough and detailed overview to neural
network and deep learning architectures. The material covers

basic principles, ranging from linear algebra and probability
theory to crucial optimization methods required for training
deep models. The book explores many neural network

architectures, such as convolutional and recurrent networks,
as well as advanced subjects like generative models and
unsupervised learning. The focus is on practical applications,
using real-world examples and case studies to demonstrate
fundamental ideas. The book also discusses issues like as

overfitting, offering solutions for efficient model regularization
and optimization to enhance performance and generalization.