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Deep Learning - A Modern Approach
Deep learning is a popular topic these days since it is a high-level machine learning approach that combines a class of learning algorithms with the application of multiple layers of nonlinear units. A subfield of machine learning, deep learning focuses on powerful algorithms inspired by the structure and function of the human brain called neural networks. A unified geometric analysis to understand the working mechanism of deep learning from high-dimensional geometry is offered. Then, different forms of generative models like GAN, VAE, normalizing flows, optimal transport, and so on are described from a unified geometric perspective, showing that they actually come from statistical distance-...
Kalyana Mitra: Volume 2
Volume II Early and Medieval Indian History: The volume contains 28 articles covering studies on Early, Early medieval, Medieval, late Medieval and Modern History contributed by eminent scholars. The topics covered include. Vedic studies, Gupta history, Hereditary grants, Warfare in Vijayanagara period, Irrigation during the medieval period and polity in late medieval periods. This Volume serves as a valuable source book for students, research scholars and teachers of historical studies for the people who want to know about the evolution of mankind in different perspectives. This volume also highlights the love and affection of Prof. P. Chenna Reddy enjoys in the intellectual world. The feli...
Advances in Computational and Bio-Engineering
This book gathers state-of-the-art research in computational engineering and bioengineering to facilitate knowledge exchange between various scientific communities. Computational engineering (CE) is a relatively new discipline that addresses the development and application of computational models and simulations often coupled with high-performance computing to solve complex physical problems arising in engineering analysis and design in the context of natural phenomena. Bioengineering (BE) is an important aspect of computational biology, which aims to develop and use efficient algorithms, data structures, and visualization and communication tools to model biological systems. Today, engineering approaches are essential for biologists, enabling them to analyse complex physiological processes, as well as for the pharmaceutical industry to support drug discovery and development programmes.
LIons 316H District Directory
Print Edition is released by District Governor Lion C Balaswamy in August. This digital edition is to save paper and save trees. It also enables portability
Electrothermics
This book concerns the analysis and design of induction heating of poor electrical conduction materials. Some innovating applications such as inductive plasma installation or transformers, thermo inductive non-destructive testing and carbon-reinforced composite materials heating are studied. Analytical, semi-analytical and numerical models are combined to obtain the best modeling technique for each case. Each model has been tested with experimental results and validated. The principal aspects of a computational package to solve these kinds of coupled problems are described. In the first chapter, the mathematical tools for coupled electromagnetic and thermal phenomena are introduced. In Chapt...
Indian Poultry Industry Yearbook
Vols. for 1973/74- include Directory and Who's who sections.
Report
None
Annual Report
None
Women's Movement
With reference to India.
