Discover the concepts of deep learning used for natural language processing (NLP), with full-fledged examples of neural network models such as recurrent neural networks, long short-term memory networks, and sequence-2-sequence models. You’ll start by covering the mathematical prerequisites and the fundamentals of deep learning and NLP with practical examples. The first three chapters of the book cover the basics of NLP, starting with word-vector representation before moving onto advanced algorithms. The final chapters focus entirely on implementation, and deal with sophisticated architectures such as RNN, LSTM, and Seq2seq, using Python tools: TensorFlow, and Keras. Deep Learning for Natural Language Processing follows a progressive approach and combines all the knowledge you have gained to build a question-answer chatbot system. This book is a good starting point for people who want to get started in deep learning for NLP. All the code presented in the book will be available in the form of IPython notebooks and scripts, which allow you to try out the examples and extend them in interesting ways. What You Will Learn Gain the fundamentals of deep learning and its mathematical prerequisites Discover deep learning frameworks in Python Develop a chatbot Implement a research paper on sentiment classification Who This Book Is For Software developers who are curious to try out deep learning with NLP.
Prosperous countries have a socio-economic operating system, which India lacks. This book argues that India must incorporate a structure aligned with its collective identity to compete globally for wealth creation. The book, divided into three epochs—Past, Present, and Future—offers a comprehensive understanding of India as a country, economy, and value system. Print edition not for sale in South Asia (India, Sri Lanka, Nepal, Bangladesh, Pakistan and Bhutan)
This book represents the first attempt of its kind to present a detailed, systematic analysis of the upamana dharmas (Tertia comparationis) of the various objects of comparison found in the Mahabharata. An attempt is made here to present a detailed account of what we may call poetic expressions of the corpus. It is not a rhetorical discussion of the soul of the poetry of the Mahabharata. It rather aims at enumerating the symbolic, alliterative, paronomastic, or repetitive linguistic features that beautify the body of the Mahabharata. Chapter 1 deals with the similes (upama) of the corpus; the arrangement of the sections is based on the fields from which the objects of comparison (upamana) are collected. Chapters 2 throught 8 deal with the metaphors. Chapter 9 presents some specimens of popular idioms found in the corpus, arranged again according to the fields from which they are collected. Chapter 10 is the compilation of the passages representing typical figures of sound (sabdalamkaras). To complete the study, Chapter 11 analyzes passages representing the techniques of oral poetry.
National Book Award Finalist Winner of the New York Public Library Young Lions Fiction Award Winner of the American Academy of Arts & Letters Rosenthal Family Foundation Award Winner of the Anisfield-Wolf Award Winner of the Bard Fiction Prize One of the New York Times Book Review’s Ten Best Books of the Year One of Granta’s Best Young American Novelists A Washington Post Notable Fiction Book of the Year PEN Center USA Literary Award Finalist for Fiction Simpson Family Literary Prize Finalist Shortlisted for the DSC Prize for South Asian Literature Longlisted for the FT/Oppenheimer Emerging Voices Award Named a Best Book of the Year by: Buzzfeed, Esquire, New York magazine, The Huffington Post, The Guardian, The AV Club, The Fader, Redbook, Electric Literature, Book Riot, Bustle, Good magazine, PureWow, and PopSugar “Wonderful. . . . Smart, devastating, unpredictable. . . . I suggest you go out and buy this one. Post haste.” —Fiona Maazel, The New York Times Book Review “Brilliant.” —Sam Sacks, The Wall Street Journal “[Mahajan’s] eagerness to go at the bomb from every angle suggests a voracious approach to fiction-making.” —The New Yorker One of the most celebrated novels of recent years, The Association of Small Bombs is an expansive and deeply humane novel that is at once groundbreaking in its empathy, dazzling in its acuity, and ambitious in scope When brothers Tushar and Nakul Khurana, two Delhi schoolboys, pick up their family’s television set at a repair shop with their friend Mansoor Ahmed one day in 1996, disaster strikes without warning. A bomb—one of the many “small” bombs that go off seemingly unheralded across the world—detonates in the Delhi marketplace, instantly claiming the lives of the Khurana boys, to the devastation of their parents. Mansoor survives, bearing the physical and psychological effects of the bomb. After a brief stint at university in America, Mansoor returns to Delhi, where his life becomes entangled with the mysterious and charismatic Ayub, a fearless young activist whose own allegiances and beliefs are more malleable than Mansoor could imagine. Woven among the story of the Khuranas and the Ahmeds is the gripping tale of Shockie, a Kashmiri bomb maker who has forsaken his own life for the independence of his homeland. Karan Mahajan writes brilliantly about the effects of terrorism on victims and perpetrators, proving himself to be one of the most provocative and dynamic novelists of his generation.
This book presents machine learning as a set of pre-requisites, co-requisites, and post-requisites, focusing on mathematical concepts and engineering applications in advanced welding and cutting processes. It describes a number of advanced welding and cutting processes and then assesses the parametrical interdependencies of two entities, namely the data analysis and data visualization techniques, which form the core of machine learning. Subsequently, it discusses supervised learning, highlighting Python libraries such as NumPy, Pandas and Scikit Learn programming. It also includes case studies that employ machine learning for manufacturing processes in the engineering domain. The book not only provides beginners with an introduction to machine learning for applied sciences, enabling them to address global competitiveness and work on real-time technical challenges, it is also a valuable resource for scholars with domain knowledge.
Dr. Singh is recognised as one of India's outstanding thinkers and leaders and has written many books and has lectured on political science, philosophy, education, religion and culture both in India and abroad. This book reveals the amazing depth and sweep of his mind.
4-H Indian Langoor Club has been part of the Middlesex County 4-H Youth Program for twelve years since 1996. The club teaches kids about the Indian sub-continent by touching upon all aspects of Indian culture through arts and crafts, literature, performing arts, social studies, and philosophy. Recently, the Club started its Teen Chapter and has begun to offer advanced cultural study programs through philosophy lectures and special projects for young adults over thirteen years of age. Our goal is not just to learn about Indian culture but also to share it with the community. The Club performs at libraries, schools, Heritage Day Festivals, 4-H events and exhibits its work at libraries, schools and other community events. . The Oral History Program "Recording History: Live!" started in 2006 with the help of grants received from the Middlesex County and Cultural Heritage Commission has truly helped us achieve our goal.
This book examines folk theatres of North India as a unique performative structure, a counter stream to the postulations of Sanskrit and Western realistic theatre. In focusing on their historical, social and cultural imprints, it explores how these theatres challenge the linearity of cultural history and subvert cultural hegemony. The book looks at diverse forms of theatre such as svangs, nautanki, tamasha, all with conventions like open performative space, free mingling of spectators and actors, flexibility in roles and genres, etc. It discusses the genesis, history and the independent trajectory of folk theatres; folk theatre and Sanskrit dramaturgy; cinematic legacy; and theatrical space as performance besides investigating causes, inter-relations within socio-cultural factors, and the performance principles underlying them. It shows how these theatres effectively contest delimitation of human creative impulses (as revealed in classical Sanskrit theatre) from structuring as also of normative impulses of religion and culture, while amalgamating influences from Western theatre, newly-rising religious reform movements of 19th century India, tantra and Bhakti. It further highlights their ability to adapt and reinvent themselves in accordance with spatial and temporal transformations to constitute an important anthropological layer of Indian society. Comprehensive and empirically rich, this book will be an essential read for scholars and researchers of cultural studies, theatre, film and performance studies, sociology, political studies, popular culture, and South Asian studies.
Introduction to Statistical Analysis of Laboratory Data presents a detailed discussion of important statistical concepts and methods of data presentation and analysis Provides detailed discussions on statistical applications including a comprehensive package of statistical tools that are specific to the laboratory experiment process Introduces terminology used in many applications such as the interpretation of assay design and validation as well as “fit for purpose” procedures including real world examples Includes a rigorous review of statistical quality control procedures in laboratory methodologies and influences on capabilities Presents methodologies used in the areas such as method comparison procedures, limit and bias detection, outlier analysis and detecting sources of variation Analysis of robustness and ruggedness including multivariate influences on response are introduced to account for controllable/uncontrollable laboratory conditions
The Risk-Driven Business Model introduces a toolkit to help innovators better conceive the disruptive business models that create wealth and revolutionize industries. In the book, the authors outline how to transform a company by revisiting the assumptions around the firm's key decisions. Business model innovation, the authors say, essentially is about WHAT key decisions get made in a business, WHEN they get made, WHO makes them, and WHY those individuals make the decisions they do. So by changing a company's approach to these choices, you can fundamentally alter the risks involved and invent new, superior business models.
This publication assesses India’s fiscal federalism framework and presents recommendations to strengthen the country’s fiscal framework that include a combination of unconditional, specific purpose and performance-based transfers. A mechanism for allocating performance-based grants to Indian states is proposed based on improvements in governance index. The publication also contributes to a deeper understanding of decentralization reforms across Asian countries. It synthesizes learnings from the experiences of Australia, Indonesia, Japan, the People’s Republic of China and the Republic of Korea on the design of intergovernmental fiscal transfer systems and the use of performance-based transfers for promoting subnational governance and outcomes in social sectors such as education and health.
Hinduism is the oldest and most varied of all the great religions of the world. It has evolved out of the collective wisdom and inspiration of great seers and sages from the very dawn of India civilisation. This book traces the basic tenets of Hinduism in a nutshell. It also provides brief life-sketches of the eminent exponents of the religion and analyses the impact of the religion in the context of modern day living.
The biryani is India’s most beloved dish—one that has spread to all the four corners of the country and assumed many forms. It originated in the Mughal courts, flowering in the jagirs of Awadh, and it is in Lucknow, Delhi and the small Muslim principalities of north India that one finds the classic versions, subtle, refined, and delicately flavoured. Pratibha Karan gives us not just the definitive recipes from these regions but unearths rare and old dishes such as a biryani made with oranges, Rose Biryani and Kebab Biryani. In the south, the biryani has an equally distinguished lineage, if not more so. There are the blue-blooded biryanis of Hyderabad which include gems such as the Doodh ki Biryani, Keeme ki biryani and Bater ki biryani. Away from the royal courts, the biryani has adapted itself into a spicy local delicacy in Tamil Nadu, with many towns like Salem, Aambur, Dindigul boasting of their own signature version of the dish. Kerala too is home to many - a prawn biryani spiced with curry leaves and aniseed, a mutton one laced with star anise. There are as many stunning variations in the east and west—Goan biryanis using vinegar and olives; unusual dishes from the Parsi and Sindhi communities; Bengali adaptations using fish and mustard seeds, even a dish from Assam! Immaculately researched, full of extraordinary recipes, and beautifully designed and photographed, Biryani is the ultimate book on this princely dish.
Ancient and contemporary lessons for a spiritual awakening Tracing the metaphysical literary heritage of the Indian Subcontinent, A Treasury of Indian Wisdom brings us a wealth of enlightenment from the last 5000 years of Indian teachings. Beginning with the Vedic hymns, the anthology leads us into the heart of Vedantic philosophy through the Upanishads, further exploring the fundamental truths offered by Buddhist and Jain monks. Presenting the beauty and devotion in the verses of the Bhakti, Sufi and Sikh gurus as well, it culminates with contemporary ideologies of modern teachers like Sri Aurobindo, Jawaharlal Nehru and Osho. Dr Karan Singh’s selection draws from the wide-ranging wisdom of saints and scholars, thinkers and reformers, poets and leaders, and comes as an inspiration for a generation seeking its place in the world.
Nanocomposites are often found in nature, as a multiphase solid material where one of the phases has one, two or three dimensions of less than 100nm, or structures having nano-scale repeat distances between the different phases that make up the material. In this chapter the magnetic properties of ceramic nanocomposites are presented, along with structures which differ markedly from that of the component materials. It is emphasized that, in the case of nanocomposites, where the main part of the volume is occupied by ceramics (i.e. a chemical compound from the group of oxides, nitrides, borides or silicates, among others), further systematic study will be necessary to improve their optical, electrical and magnetic properties, as well as their tri-biological, corrosion resistance and other protective properties.
The ancient civilization of Japan, with its Shinto shrines and Buddhist temples, is also closely associated with all that is new and modern. Looking outward, Japan sees what it has become since Hiroshima: the world’s second-largest economy, a source of fury and wonder, a power without arms. Looking inward, Japan sees old ways shaken and new ones developing at a hectic pace. Japan in the Twenty-first Century offers compelling insights into the current realities of the country and investigates the crucial political, economic, demographic, and environmental challenges that face the nation. A combination of text, maps, and photographs provides an essential understanding of Japan’s geography, cultural heritage, demography, economic and political development, and of many other important issues. Pradyumna P. Karan explores the obstacles and opportunities that will shape Japan and affect the world community in the coming years. He highlights strategies and policies that will facilitate economic and political change and stimulate the development of effective institutions for long-term, sustainable prosperity and economic vitality. Unique field reports drawn from direct observations of events and places in Japan illuminate Japanese traditions and sensibilities. The first full-length English-language textbook on Japan’s geography, culture, politics, and economy to appear in nearly four decades, Japan in the Twenty-first Century will be a vital resource for researchers, academics, general readers, and students of Japan. Pradyumna P. Karan, professor of geography and Japan studies at the University of Kentucky, is the author or editor of numerous books on Asian geography and culture, including The Japanese City and Japan in the Bluegrass.
Computational Structural Mechanics: Static and Dynamic Behaviors provides a cutting-edge treatment of functionally graded materials and the computational methods and solutions of FG static and vibration problems of plates. Using the Rayleigh-Ritz method, static and dynamic problems related to behavior of FG rectangular, Levy, elliptic, skew and annular plates are discussed in detail. A thorough review of the latest research results, computational methods and applications of FG technology make this an essential resource for researchers in academia and industry. - Explains application-oriented treatments of the functionally graded materials used in industry - Addresses relevant algorithms and key computational techniques - Provides numerical solutions of static and vibration problems associated with functionally graded beams and plates of different geometries
Most Of The Papers Of This Book Were Read And Discussed In Various Conferences Of The All India Oriental Conferences Held In Jaipur University, Gujarat University, Maharashtra University And Gurukul Visvavidyalay And Seminars Organised By The Asiatic Society And Other Universities.
Dals have been an essential part of the human diet for centuries and they are an integral part of Indian cuisine. There are many enticing varieties of dals to choose from. Pratibha Karan, in The Book of Dals, takes you on an incredible journey to different regions of the country and shows how locally available spices and herbs, vegetables and fruit impact the food of that region. The variety of dals and dal-based dishes that you can make with these are phenomenal and mind-boggling. This book offers many varieties of beautiful, fragrant and beguiling dals that will have anyone savouring them in raptures. From the southern India, you will find Telangana Sambar, Khatti Dal and Dalcha with Vegetables and Meat. They are made using delicious combinations of chillies, tamarind, cloves, cardamom, pepper, coconut, curry leaves and drumsticks. It also has recipes such as Kootu from Tamil Nadu and the famous Bisi Bele Huliyana from Karnataka. You will also find Lentils in Coconut Milk, Katachi Amti and Moong Sprouts from Maharashtra, and Dhansak, a Parsi dish, from Gujarat in western India. Dals from eastern India such as Chana Dal Bengali-style and Assamese Mati Maa are included. From the northern India, Delhi Rajma and Punjabi Dal Makhani find a place in the book. This book is not limited by borders. It includes exotic dal recipes from the neighbouring countries like Nepal and Sri Lanka, and some delicious and wholesome dal-based soups too.
Racy, fun, sharp columns from an award-winning TV journalistTV personality Karan Thapar, known for his relentless grilling of politicians on his current affairs shows, brings a sense of humour and a sharp incisive eye to his newspaper columns. This book is a selection of the best columns written by him over the last eleven years.The columns range from the authors perceptive portraits of politicians and celebrities to his reflections on the state of the media and the peculiarities of the English language. He also turns the gaze on himself-sharing with us his eccentricities, his foibles and anecdotes about himself and his family, including his late wife Nisha. There are also pieces here about his Doon and Cambridge days and vignettes from his travels to cities near and far.
This book looks at various syncretic traditions in India, such as Bhakti, Nath Yogi, Sufi, Imam Shahi, Ismailis, Khojas, and others, and presents an elaborate picture of a redefined cultural space through them. It also investigates different syncretisms—Hindu–Muslim, Hindu– Muslim–Christian and Aboriginal-Ethnic—to understand diverse aspects of hybridity within the Indian nation space. It discusses how Indian nationalism was composed of different opinions from its inception, reflecting its rich diversity and pluralistic traditions. The book traces the emergence of multiple contours of Indian nationalism through the historical trajectory of religious diversity, lingering effects of colonialism, and experimentation with secularism. This volume caters to scholars and students interested in cultural studies, religion studies, pilgrimage studies, history, social anthropology, historical sociology, historical geography, religion, and art history. It will also be of interest to political theorists and general readers.
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