"Machine Learning is a cutting-edge branch of Artificial Intelligence that has brought forth exciting new technological advances in recent years. This book introduces this important topic of current interest while also explaining its practical applications. Aimed at graduate students, teachers and researchers, this book will also help practitioners in implementing ML algorithms.This book explores concepts such as feature engineering, model selection, model estimation, model validation and ...

This book provides a concise but comprehensive guide to representation, which forms the core of Machine Learning (ML). State-of-the-art practical applications involve a number of challenges for the analysis of high-dimensional data. Unfortunately, many popular ML algorithms fail to perform, in both theory and practice, when they are confronted with the huge size of the underlying data. Solutions to this problem are aptly covered in the book.In addition, the book covers a wide range...

The concepts of centrality and diversity are highly important in search algorithms, and play central roles in applications of artificial intelligence (AI), machine learning (ML), social networks, and pattern recognition. This work examines the significance of centrality and diversity in representation, regression, ranking, clustering, optimization, and classification.The text is designed to be accessible to a broad readership. Requiring only a basic background in ...

This book deals with network representation learning. It deals with embedding nodes, edges, subgraphs and graphs. There is a growing interest in understanding complex systems in different domains including health, education, agriculture and transportation. Such complex systems are analyzed by modeling, using networks that are aptly called complex networks. Networks are becoming ubiquitous as they can represent many real-world relational data, for instance, information networks, molecular s...

The present work is the first major attempt at reviewing comprehensively all the available information about the environmental fate and behaviour of the xenobiotic chemicals.

Join Anoushka, Krishna, Meenu and Raghu along with Ajja-Ajji on their adventure to Mayawati, a beautiful hilly region in Uttarakhand. Little do they know their trip will be filled with unexpected magic as, this time, their dear Ajja becomes their new storyteller. Amidst snow-capped mountains and towering deodar trees, Ajja weaves tales of kings and princesses, mermaids and bitter gourds, imparting wisdom and compassion along the way. As the children explore the mountains, they make new fri...

Meet these people: Bundle Bindu, so named because he likes his truth with a little embellishment, Jayant the shopkeeper who doesn't make any profit, and Lunchbox Nalini, Sudha Murty herself, who brings her empty lunchbox-to be filled with food-wherever she goes! Written in Sudha Murty's inimitable style, Common Yet Uncommon is a heartwarming picture of everyday life and the foibles and quirks of ordinary people. In the fourteen tales that make up the collection, Sudha Murty delves...

Have you ever stopped to marvel at the earth's beauty: at snow-capped mountains and oceans so deep; at colourful flowers and extraordinary animals? The tale of how such beauty came into existence is a curious one indeed. India's favourite storyteller brings alive this timeless tale with her inimitable wit and simplicity. Tricked out with enchanting illustrations, this gorgeous chapter book is the ideal introduction for beginners to the world of Sudha Murty.

Delve into the profound realm of human potential with The Science of Human Possibilities, a transformative journey that unveils the inherent talents and divinity within every individual.Kumar Murty, a distinguished mathematician and scholar deeply rooted in the Indian teachings of Vedanta, brings over four decades of expertise in mathematics as a revered professor at the University of Toronto and Director of the Fields Institute for Research in Mathematica...

Have you noticed how the onion has so many layers? And have you seen your mother's eyes water when she cuts an onion? Here is a remarkable story to tell you why.India's favourite storyteller brings alive this timeless tale with her inimitable wit and simplicity. Dotted with charming illustrations, this gorgeous chapter book is the ideal introduction for beginners to the world of Sudha Murty.

EHV SUBSTATIONS: Bus-configuration, All equipment of S/S & Introduction of GIS Substation.TRANSFORMERS: Transformers & Reactor, Reconditioning of old Transformers, Condenser Bushings, Concept of SFRA and KYT (Know your Transformer).RELAYS & PROTECTIONS: Concepts & description of various. Relays & Protection schemes including auto-reclosing etc, En-masse operation of Buchholz relays of Transformers due to Earth Quake

Tarana was an indifferent eater and an unenthusiastic cook until a chance encounter with a nineteenth-century Persian cookbook in Rampur's fabled Raza Library started her off on a journey into the history of Rampur cuisine and the stories around it. Part food memoir and part celebration of a cuisine, Degh to Dastarkhwan answers the question-'what constitutes and distinguishes Rampur cuisine?' Each chapter represents an emotion, an observance or a celebration. The spread of Rampuri...