Elevate your natural language processing skills with Gensim and become proficient in handling a wide range of NLP tasks and projects Key Features Advance your NLP skills with this comprehensive guide covering detailed explanations and code practices Build real-world topical modeling pipelines and fine-tune hyperparameters to deliver optimal results Adhere to the real-world industrial applications of topic modeling in medical, legal, and other fields Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionNavigating the terrain of NLP research and applying it practically can be a formidable task made easy with The Handbook of NLP with Gensim. This book demystifies NLP and equips you with hands-on strategies spanning healthcare, e-commerce, finance, and more to enable you to leverage Gensim in real-world scenarios. You’ll begin by exploring motives and techniques for extracting text information like bag-of-words, TF-IDF, and word embeddings. This book will then guide you on topic modeling using methods such as Latent Semantic Analysis (LSA) for dimensionality reduction and discovering latent semantic relationships in text data, Latent Dirichlet Allocation (LDA) for probabilistic topic modeling, and Ensemble LDA to enhance topic modeling stability and accuracy. Next, you’ll learn text summarization techniques with Word2Vec and Doc2Vec to build the modeling pipeline and optimize models using hyperparameters. As you get acquainted with practical applications in various industries, this book will inspire you to design innovative projects. Alongside topic modeling, you’ll also explore named entity handling and NER tools, modeling procedures, and tools for effective topic modeling applications. By the end of this book, you’ll have mastered the techniques essential to create applications with Gensim and integrate NLP into your business processes.What you will learn Convert text into numerical values such as bag-of-word, TF-IDF, and word embedding Use various NLP techniques with Gensim, including Word2Vec, Doc2Vec, LSA, FastText, LDA, and Ensemble LDA Build topical modeling pipelines and visualize the results of topic models Implement text summarization for legal, clinical, or other documents Apply core NLP techniques in healthcare, finance, and e-commerce Create efficient chatbots by harnessing Gensim's NLP capabilities Who this book is forThis book is for data scientists and professionals who want to become proficient in topic modeling with Gensim. NLP practitioners can use this book as a code reference, while students or those considering a career transition will find this a valuable resource for advancing in the field of NLP. This book contains real-world applications for biomedical, healthcare, legal, and operations, making it a helpful guide for project managers designing their own topic modeling applications.
As China is increasingly integrated into the processes of economic, political, social, and cultural globalization, important questions arise about how Chinese people perceive and evaluate such processes. At the same time, international communication scholars have long been interested in how local, national, and transnational media communications shape people’s attitudes and values. Combining these two concerns, this book examines a range of questions pertinent to public opinion toward globalization in urban China: To what degree are the urban residents in China exposed to the influences from the outside world? How many transnational social connections does a typical urban Chinese citizen have? How often do they consume foreign media? To what extent are they aware of the notion of globalization, and what do they think about it? Do they believe that globalization is beneficial to China, to the city where they live, and to them personally? How do people’s social connections and communication activities shape their views toward globalization and the outside world? This book tackles these and other questions systematically by analyzing a four-city comparative survey of urban Chinese residents, demonstrating the complexities of public opinion in China. Media consumption does relate, though by no means straightforwardly, to people’s attitudes and beliefs, and this book provides much needed information and insights about Chinese public opinion on globalization. It also develops fresh conceptual and empirical insights on issues such as public opinion toward US-China relations, Chinese people’s nationalistic sentiments, and approaches to analyze attitudes toward globalization.
This practical guide to techniques necessary to integrate fibre-based switches to an IP-based network is designed for advanced-level administrators. Beginning with a detailed analysis of the benefits of implementing a SAN and an examination of the hardware and bandwidth requirements, this book proceeds to a discussion of the Brocade SilkWorm series of fibre channel switches and how the various switches are configured to connect a SAN with existing LANs.
The rise of authoritarian movements presents an increasing illiberal trend in international affairs. A rapidly modernizing China is at the vanguard of this phenomenon. Does this signal the demise of Western democracy and the dawn of an authoritarian era in world politics? In this book, Chris Ogden argues that the world is on the verge of a capitulation to China’s preferred authoritarian order. As other world powers adopt such values, they are facilitating the normalization of this authoritarianism into a dominant global phenomenon. This shift, he says, will transform global institutions, human rights and political systems, and herald an authoritarian century.
This atlas serves as an introduction to those about to embark on this wonderful journey of learning head and neck surgery. Since the book is written and illustrated by all the very eminent personalities in this field, it serves all those who are in the field, right from the novice all the way up to the accomplished surgeon. For the novice, this is a baptismal introduction. While for the accomplished specialist, it provides valuable insights into the various advances that have blossomed in this area.
In this important book, Linder advances a power-conscious lens to challenge student activists, administrators, educators, and policy makers to develop more nuanced approaches to sexual violence awareness, response, and prevention on college campuses.
Bayesian methods are growing more and more popular, finding new practical applications in the fields of health sciences, engineering, environmental sciences, business and economics and social sciences, among others. This book explores the use of Bayesian analysis in the statistical estimation of the unknown phenomenon of interest. The contents demonstrate that where such methods are applicable, they offer the best possible estimate of the unknown. Beyond presenting Bayesian theory and methods of analysis, the text is illustrated with a variety of applications to real world problems.
Chinese is a discourse-oriented language and the underlying mechanisms of the language involve encoding and decoding so the language can be correctly delivered and understood. To date, there has been a lack of consolidation at the discourse level such that a reference framework for understanding the language in a top-down fashion is still underdeveloped. The Routledge Handbook of Chinese Discourse Analysis is the first to showcase the latest research in the field of Chinese discourse analysis to consolidate existing findings, put the language in both theoretical and socio-functional perspectives, offer guidance and insights for further research and inspire innovative ideas for exploring the Chinese language in the discourse domain. The book is aimed at both students and scholars researching in the areas of Chinese linguistics and discourse analysis.
In the field of military history as in so many others, the Chinese have often been both admired and seen as something utterly mysterious and inscrutable. Chris Peers illuminates the evolution of the military art in China with reference to ten battles, spanning more than 2,000 years, from the Battle of Mu in 1027BC to the Fall of Chung Tu in 1215 AD. Selected both for their historical importance and for the light which they shed on weapons and tactics, the author uses these examples to discuss the many myths still current in the West about ancient Chinese warfare: for example that the Chinese were an unwarlike people, always preferring subterfuge over the use of force; or that they were essentially defensive minded, relying on works such as the Great Wall. On the other hand, a recent reaction to this dismissive attitude portrays China as technologically far in advance of the West. Battles of Ancient China shows that none of these stereotypes are accurate. Comparison with contemporary Western practice is a major theme of the book which adds a new perspective not developed in the author's previous works on the subject.
First book to consider HVAC control in analytical depth Covers all new developments in HVAC control systems Looks at systems both in the UK and abroad Considers cutting edge technology and topics such as fuzzy logic
This third edition of Family Communication carefully examines state-of-the art research and theories of family communication and family relationships. In addition to presenting contemporary cutting-edge research, it also includes extensive presentation and application of classic theories and findings in family science that have informed current day understandings of essential family processes. With over 2,500 references, 800 of which are new to this edition, Family Communication represents a current and comprehensive presentation of principled research conducted throughout the world for both students and teachers of family communication. Professionals who work with families and seek an evidence-based understanding of functional and dysfunctional family processes will also find this text useful. The third edition provides instructors and students with a rich set of resources including: Chapter Specific Resource Guides (chapter outlines, guiding questions, multiple choice, essay, and discussion questions, as well as numerous media resources and links) Chapter Specific PowerPoint Slides Sample Syllabus This edition addresses long-standing questions (e.g., how to maintain a marriage, how to build resiliency in remarriages and stepfamilies) and prioritizes research on a variety of family relationships beyond the couple and parent–child relationship, while also exploring new research on romantic relationship pathways, same-sex marriage and divorce, parenting trends, as well as military families, adoptive families, and families with a transgender member. It also examines the complex relationship between family communication and mental health as well as powerful and potentially surprising findings on the connections between family interaction and physical health.
Fixtures are an essential part of manufacturing production. This book covers computer-aided fixture design, fixture clamping synthesis and optimisation, workpiece-fixture interaction, intelligent fixture designed to integrate with processing equipment or machine tools so as to improve productivity and product quality, Internet-enabled fixture design and modular fixture database management. These are the emerging issues central to the development of computer-integrated manufacturing.Covering the established knowledge of fixture design automation and the niche areas of fixture system integration and Internet-enabled design, the book would be a prevalent reference for academics, manufacturing & industrial engineers, and a valuable text for engineering graduate students.
Creative and Critical Projects in Classroom Music is both a celebration and extension of John Paynter and Peter Aston’s groundbreaking work on creative classroom music, Sound and Silence, first published in 1970. Building on the central themes of the original work – the child as artist, the role of musical imagination and creativity, and the process of making music – the authors and contributors provide a contemporary response to the spirit and style of Sound and Silence. They offer reflections on the ideas and convictions underpinning Paynter and Aston’s work in light of scholarship developed during the intervening years. This critical work is accompanied by 16 creative classroom projects designed and enacted by contemporary practitioners, raising questions about the nature and function of music in education and society. In summary, this book aims to: Celebrate seminal work on musical creativity in the classroom. Promote the integration of practical, critical and analytical writing and thinking around this key theme for music education. Contribute to initiating the next 50 years of thought in relation to music creativity in the classroom. Offering a unique combination of critical scholarship and practical application, and published on the occasion of the 50th anniversary of Sound and Silence, themes from Paynter and Aston’s work are here given fresh context that aims to inspire a new generation of innovative classroom practice and to challenge current ways of thinking about the music classroom.
In China on Screen, Chris Berry and Mary Farquhar, leaders in the field of Chinese film studies, explore more than one hundred years of Chinese cinema and nation. Providing new perspectives on key movements, themes, and filmmakers, Berry and Farquhar analyze the films of a variety of directors and actors, including Chen Kaige, Zhang Yimou, Hou Hsiao Hsien, Bruce Lee, Jackie Chan, Maggie Cheung, Gong Li, Wong Kar-wai, and Ang Lee. They argue for the abandonment of "national cinema" as an analytic tool and propose "cinema and the national" as a more productive framework. With this approach, they show how movies from China, Hong Kong, Taiwan, and the Chinese diaspora construct and contest different ideas of Chinese nation--as empire, republic, or ethnicity, and complicated by gender, class, style, transnationalism, and more. Among the issues and themes covered are the tension between operatic and realist modes, male and female star images, transnational production and circulation of Chinese films, the image of the good foreigner--all related to different ways of imagining nation. Comprehensive and provocative, China on Screen is a crucial work of film analysis.
Contrary to popular belief, there has never been any shortage of Macintosh-related security issues. OS9 had issues that warranted attention. However, due to both ignorance and a lack of research, many of these issues never saw the light of day. No solid techniques were published for executing arbitrary code on OS9, and there are no notable legacy Macintosh exploits. Due to the combined lack of obvious vulnerabilities and accompanying exploits, Macintosh appeared to be a solid platform. Threats to Macintosh's OS X operating system are increasing in sophistication and number. Whether it is the exploitation of an increasing number of holes, use of rootkits for post-compromise concealment or disturbed denial of service, knowing why the system is vulnerable and understanding how to defend it is critical to computer security. Macintosh OS X Boot Process and Forensic Software All the power, all the tools, and all the geekery of Linux is present in Mac OS X. Shell scripts, X11 apps, processes, kernel extensions...it's a UNIX platform....Now, you can master the boot process, and Macintosh forensic software Look Back Before the Flood and Forward Through the 21st Century Threatscape Back in the day, a misunderstanding of Macintosh security was more or less industry-wide. Neither the administrators nor the attackers knew much about the platform. Learn from Kevin Finisterre how and why that has all changed! Malicious Macs: Malware and the Mac As OS X moves further from desktops, laptops, and servers into the world of consumer technology (iPhones, iPods, and so on), what are the implications for the further spread of malware and other security breaches? Find out from David Harley Malware Detection and the Mac Understand why the continuing insistence of vociferous Mac zealots that it "can't happen here" is likely to aid OS X exploitationg Mac OS X for Pen Testers With its BSD roots, super-slick graphical interface, and near-bulletproof reliability, Apple's Mac OS X provides a great platform for pen testing WarDriving and Wireless Penetration Testing with OS X Configure and utilize the KisMAC WLAN discovery tool to WarDrive. Next, use the information obtained during a WarDrive, to successfully penetrate a customer's wireless network Leopard and Tiger Evasion Follow Larry Hernandez through exploitation techniques, tricks, and features of both OS X Tiger and Leopard, using real-world scenarios for explaining and demonstrating the concepts behind them Encryption Technologies and OS X Apple has come a long way from the bleak days of OS9. THere is now a wide array of encryption choices within Mac OS X. Let Gareth Poreus show you what they are. Cuts through the hype with a serious discussion of the security vulnerabilities of the Mac OS X operating system Reveals techniques by which OS X can be "owned" Details procedures to defeat these techniques Offers a sober look at emerging threats and trends
Since its inception, the Tutorial Guides in Electronic Engineering series has met with great success among both instructors and students. Designed for first- and second-year undergraduate courses, each text provides a concise list of objectives at the beginning of every chapter, key definitions and formulas highlighted in margin notes, and references to other texts in the series.With emphasis on the fundamental ideas and applications of modelling and design, Control Engineering imparts a thorough understanding of the principles of feedback control. Simple but detailed design examples used throughout the book illustrate how various classical feedback control techniques can be employed for single-input, single-output systems. Noting the interdisciplinary nature of control engineering, the author makes the text equally relevant to students whose interests lie outside of electronics by concentrating on general systems characteristics rather than on specific implementations.The author assumes students are familiar with complex numbers, phasors, and elementary calculus, and while a knowledge of simple linear differential equations would be useful, this treatment has few other mathematical requirements. With its clear explanations, copious illustrations, well-chosen examples, and end-of-chapter exercises, Control Engineering forms an outstanding first-course textbook.
Which political entities should the international community recognize as member states—granting them the rights and powers of statehood and entitling them to participate in formulating, adjudicating, and implementing international law? What criteria should it use, and are those criteria defensible? From Kosovo, Palestine, and Taiwan to South Sudan, Scotland, South Ossetia, Abkhazia, and Catalonia, these questions continuously arise and constantly challenge the international community for a consistent, principled stance. In response to this challenge, Chris Naticchia offers a social contract argument for a theory of international recognition—a normative theory of the criteria that states and international bodies should use to recognize political entities as member states of the international community. Regardless of whether political entities adequately respect human rights or practice democracy, he argues, we must recognize a critical mass of them to get international institutions working. Then we should recognize secessionist entities that suffer from persistent, grave, and widespread human rights abuses by their government—and, under certain conditions, minority nations within multinational states that seek independence. We must also recognize entities whose recognition would contribute to the economic development of the least well-off entities. Drawing on the social contract tradition, and developing a broadly Rawlsian view, A Law of Peoples for Recognizing States will both challenge and appeal to a broad readership in political philosophy, international law, and international relations.
These timely essays highlight regional cross-fertilization in music, film, new media, and popular culture in Northeast Asia, including analysis of gender and labor issues amid differing regulatory frameworks and public policy concerning cultural production and piracy.
Across the world, cats are loved as pets or are kept or tolerated for their role in controlling some animal pests. But cats, both pets and feral, also kill many native animals and this toll can be enormous. Cats have been remarkably successful in Australia, spreading pervasively across the continent and many islands, occurring in all environments, and proving to be adept and adaptable hunters. A large proportion of Australia’s distinctive fauna is threatened and recent research highlights the significant role that cats play in the decline and extinction of native species. Cats in Australia brings this research together, documenting the extent to which cats have subverted, and are continuing to subvert, Australia’s biodiversity. But the book does much more than spotlight the impacts of cats on Australian nature. It describes the origins of cats and their global spread, their long-standing and varying relationship with people, their global impacts and their ecology. It also seeks to describe the challenge of managing cats, and the options available to constrain their impacts.
This book argues that critical international and domestic crises, such as the U.S. war in Iraq and the Great Recession, forced President Barack Obama to readjust U.S. foreign policy after over 70 years of American hegemony and defending the global status quo. It examines the range of external pressures and challenges brought on by an increasingly multipolar international system, shifting domestic political forces, and limited foreign policy choices. The book provides an overview of the extent of foreign policy change and continuity in Obama’s foreign policy toward Europe, Asia and the Pacific, and the Middle East. The book assesses domestic and international pressure points in the wake of the 2003 U.S. invasion of Iraq and the Great Recession that shaped and defined Obama’s foreign policy preferences. The war in Iraq and the Great Recession, in addition to rising economic inequality and hyper-partisanship at home, emerging markets in Asia and the rise of China, and Russian resurgence in Europe and the Middle East, would determine and constrain the extent to which Obama was able to lead U.S. foreign policy and the foreign policymaking process. These ultimately contributed to a more scaled-back and limited U.S. role in the world during Obama’s presidency, culminating in the 2016 presidential election of Donald Trump who promised to turn the U.S. away from globalization and questioned longstanding U.S. alliances. In the end, the theme of “nation-building here at home” under Obama gave way to “America First” under Trump.
Chris Eliasmith presents a new approach to understanding the neural implementation of cognition in a way that is centrally driven by biological considerations. According to the Semantic Pointer Hypothesis, higher-level cognitive functions in biological systems are made possible by semantic pointers.
Chinese cinema continues to go from strength to strength. After art-house hits like Chen Kaige's Yellow Earth (1984) and Wong Kar-wai's In the Mood for Love (2000), the Oscar-winning success of Ang Lee's Crouching Tiger Hidden Dragon (2000) disproved the old myth that subtitled films could not succeed at the multiplex. Chinese Films in Focus II updates and expands the original Chinese Films in Focus: 25 New Takes with fourteen brand new essays, to offer thirty-four fresh and insightful readings of key individual films. The new edition addresses films from mainland China, Taiwan, Hong Kong and other parts of the Chinese diaspora and the historical coverage ranges from the 1930s to the present. The essays, by leading authorities on Chinese cinema as well as up-and-coming scholars, are concise, accessible, rich, and on the cutting edge of current research. Each contributor outlines existing writing and presents an original perspective on the film, making this volume a rich resource for classroom use, scholarly research and general reading for anyone wanting to understand more about the historical development and rich variety of Chinese cinema. Contributors: Annette Aw, Chris Berry, Yomi Braester, Felicia Chan, Esther Cheung, Robert Chi, Rey Chow, Mary Farquhar, Carolyn FitzGerald, Ping Fu, Kristine Harris, Margaret Hillenbrand, Brian Hu, Tan See Kam, Haiyan Lee, Vivian Lee, Helen Hok-Sze Leung, David Leiwei Li, Song Hwee Lim, Kam Louie, Fran Martin, Jason McGrath, Corrado Neri, Jonathan Noble, Beremoce Reynaud, Cui Shuqin, Julian Stringer, Janice Tong, Yiman Wang, Faye Hui Xiao, Gang Gary Xu, Audrey Yue, Yingjin Zhang, John Zou The Editor: Chris Berry is Professor of Film and Television at Goldsmiths, University of London.
This is the first English-language anthology on the Taiwan New Cinema and its legacy. It is an exciting collection which covers all the major filmmakers from Hou Hsiao Hsien and Edward Yang to Ang Lee and more. Gathering a range of essays that analyze individual films produced since the advent of the Taiwan New Cinema in the early 1980s, it aims to complement Feii Lu’s Taiwan Cinema: Politics, Economics, Aesthetics, translated by Chris Berry (Duke University Press and Hong Kong University Press, forthcoming). Taiwan and its internationally renowned cinema ar " on the edge" in more ways than one. For all of its history the island has been on the edge of larger geopolitical entities, subjected to invasions, migrations, incursions, and pressures. On the other hand, as one of the "Little Tiger" economies of Asia, it has been on the cutting edge of the Asian economic boom and of technological innovation; in recent years it has pioneered democratization of authoritarian regimes in East Asia.
In February 1972, President Nixon arrived in Beijing for what Chairman Mao Zedong called the "week that changed the world." Using recently declassified sources from American, Chinese, European, and Soviet archives, Chris Tudda's A Cold War Turning Point reveals new details about the relationship forged by the Nixon administration and the Chinese government that dramatically altered the trajectory of the Cold War. Between the years 1969 and 1972, Nixon's national security team actively fostered the U.S. rapprochement with China. Tudda argues that Nixon, in bold opposition to the stance of his predecessors, recognized the mutual benefits of repairing the Sino-U.S. relationship and was determined to establish a partnership with China. Nixon believed that America's relative economic decline, its overextension abroad, and its desire to create a more realistic international framework aligned with China's fear of Soviet military advancement and its eagerness to join the international marketplace. In a contested but calculated move, Nixon gradually eased trade and travel restrictions to China. Mao responded in kind, albeit slowly, by releasing prisoners, inviting the U.S. ping-pong team to Beijing, and secretly hosting Secretary of State Henry Kissinger prior to Nixon's momentous visit. Set in the larger framework of international relations at the peak of the Vietnam War, A Cold War Turning Point is the first book to use the Nixon tapes and Kissinger telephone conversations to illustrate the complexity of early Sino-U.S. relations. Tudda's thorough and illuminating research provides a multi-archival examination of this critical moment in twentieth-century international relations.
Christopher O’Leary provides a fresh perspective on prosocial working choices in this first substantive critique of Public Service Motivation. The book reviews concepts of PSM and research to date and explores the rationales and aims of public and third sector workers before proposing alternative theories for people’s motivations to serve.
The Routledge Companion to World History since 1914 is an outstanding compendium of facts and figures on World History. Fully up-to-date, reliable and clear, this volume is the indispensable source of information on a thorough range of topics such as: the Arab-Israeli conflict anti-semitism and the Holocaust all the world's major famines and natural disasters since 1914 whether all countries of the world have a king, president, prime minister or other governance GNP of the world's major states, year by year biographies of key figures civil rights movements the Vietnam War the rise of terrorism globalization. Thematically presented, the book covers topics relevant from the First World War to the Iraq war of 2003, and from post-colonial Africa to conflicts and movements in Southeast Asia. With maps, chronologies and full bibliography, this user-friendly reference work is the essential companion for students of history, politics and international relations, and for all those with an interest in world history.
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