Download or read book Deep Learning Applications Volume 2 written by M. Arif Wani and published by Springer. This book was released on 2020-12-14 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents selected papers from the 18th IEEE International Conference on Machine Learning and Applications (IEEE ICMLA 2019). It focuses on deep learning networks and their application in domains such as healthcare, security and threat detection, fault diagnosis and accident analysis, and robotic control in industrial environments, and highlights novel ways of using deep neural networks to solve real-world problems. Also offering insights into deep learning architectures and algorithms, it is an essential reference guide for academic researchers, professionals, software engineers in industry, and innovative product developers.
Download or read book 2020 11th International Conference on Computing Communication and Networking Technologies ICCCNT written by IEEE Staff and published by . This book was released on 2020-07 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: THE 11th INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT) aims to provide a forum that brings together International researchers from academia and practitioners in the industry to meet and exchange ideas and recent research work on all aspects of Information and Communication Technologies
Download or read book Combating Online Hostile Posts in Regional Languages during Emergency Situation written by Tanmoy Chakraborty and published by Springer Nature. This book was released on 2021-04-08 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes selected and revised papers from the First International Workshop on Combating Online Hostile Posts in Regional Languages during Emergency Situation, CONSTRAINT 2021, Collocated with AAAI 2021, held as virtual event, in February 2021. The 14 full papers and 9 short papers presented were thoroughly reviewed and selected from 62 qualified submissions. The papers present interdisciplinary approaches on multilingual social media analytics and non-conventional ways of combating online hostile posts.
Download or read book Combating Fake News with Computational Intelligence Techniques written by Mohamed Lahby and published by Springer Nature. This book was released on 2021-12-15 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the latest cutting-edge research, theoretical methods, and novel applications in the field of computational intelligence techniques and methods for combating fake news. Fake news is everywhere. Despite the efforts of major social network players such as Facebook and Twitter to fight disinformation, miracle cures and conspiracy theories continue to rain down on the net. Artificial intelligence can be a bulwark against the diversity of fake news on the Internet and social networks. This book discusses new models, practical solutions, and technological advances related to detecting and analyzing fake news based on computational intelligence models and techniques, to help decision-makers, managers, professionals, and researchers design new paradigms considering the unique opportunities associated with computational intelligence techniques. Further, the book helps readers understand computational intelligence techniques combating fake news in a systematic and straightforward way.
Download or read book Artificial Intelligence for COVID 19 written by Diego Oliva and published by Springer Nature. This book was released on 2021-07-19 with total page 594 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a compilation of the most recent implementation of artificial intelligence methods for solving different problems generated by the COVID-19. The problems addressed came from different fields and not only from medicine. The information contained in the book explores different areas of machine and deep learning, advanced image processing, computational intelligence, IoT, robotics and automation, optimization, mathematical modeling, neural networks, information technology, big data, data processing, data mining, and likewise. Moreover, the chapters include the theory and methodologies used to provide an overview of applying these tools to the useful contribution to help to face the emerging disaster. The book is primarily intended for researchers, decision makers, practitioners, and readers interested in these subject matters. The book is useful also as rich case studies and project proposals for postgraduate courses in those specializations.
Download or read book Countering online hate speech written by Gagliardone, Iginio and published by UNESCO Publishing. This book was released on 2015-06-17 with total page 73 pages. Available in PDF, EPUB and Kindle. Book excerpt: The opportunities afforded by the Internet greatly overshadow the challenges. While not forgetting this, we can nevertheless still address some of the problems that arise. Hate speech online is one such problem. But what exactly is hate speech online, and how can we deal with it effectively? As with freedom of expression, on- or offline, UNESCO defends the position that the free flow of information should always be the norm. Counter-speech is generally preferable to suppression of speech. And any response that limits speech needs to be very carefully weighed to ensure that this remains wholly exceptional, and that legitimate robust debate is not curtailed.
Download or read book Recognizing Textual Entailment written by Ido Dagan and published by Springer Nature. This book was released on 2022-06-01 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the last few years, a number of NLP researchers have developed and participated in the task of Recognizing Textual Entailment (RTE). This task encapsulates Natural Language Understanding capabilities within a very simple interface: recognizing when the meaning of a text snippet is contained in the meaning of a second piece of text. This simple abstraction of an exceedingly complex problem has broad appeal partly because it can be conceived also as a component in other NLP applications, from Machine Translation to Semantic Search to Information Extraction. It also avoids commitment to any specific meaning representation and reasoning framework, broadening its appeal within the research community. This level of abstraction also facilitates evaluation, a crucial component of any technological advancement program. This book explains the RTE task formulation adopted by the NLP research community, and gives a clear overview of research in this area. It draws out commonalities in this research, detailing the intuitions behind dominant approaches and their theoretical underpinnings. This book has been written with a wide audience in mind, but is intended to inform all readers about the state of the art in this fascinating field, to give a clear understanding of the principles underlying RTE research to date, and to highlight the short- and long-term research goals that will advance this technology.
Download or read book Advances in Intelligent Networking and Collaborative Systems written by Leonard Barolli and published by Springer Nature. This book was released on 2020-08-20 with total page 517 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to provide the latest research findings, innovative research results, methods and development techniques from both theoretical and practical perspectives related to intelligent social networks and collaborative systems, intelligent networking systems, mobile collaborative systems, secure intelligent cloud systems, etc., as well as to reveal synergies among various paradigms in such a multi-disciplinary field intelligent collaborative systems. With the fast development of the Internet, we are experiencing a shift from the traditional sharing of information and applications as the main purpose of the Web to an emergent paradigm, which locates people at the very centre of networks and exploits the value of people's connections, relations and collaboration. Social networks are also playing a major role in the dynamics and structure of intelligent Web-based networking and collaborative systems. Virtual campuses, virtual communities and organizations strongly leverage intelligent networking and collaborative systems by a great variety of formal and informal electronic relations, such as business-to-business, peer-to-peer and many types of online collaborative learning interactions, including the emerging e-learning systems. This has resulted in entangled systems that need to be managed efficiently and in an autonomous way. In addition, latest and powerful technologies based on grid and wireless infrastructure as well as cloud computing are currently enhancing collaborative and networking applications as a great deal but also facing new issues and challenges. The principal purpose of the research and development community is to stimulate research that will lead to the creation of responsive environments for networking and, at longer-term, the development of adaptive, secure, mobile and intuitive intelligent systems for collaborative work and learning.
Download or read book American Crisis written by Andrew Cuomo and published by Crown. This book was released on 2020-10-13 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: NEW YORK TIMES BESTSELLER • Governor Andrew Cuomo tells the riveting story of how he took charge in the fight against COVID-19 as New York became the epicenter of the pandemic, offering hard-won lessons in leadership and his vision for the path forward. “An impressive road map to dealing with a crisis as serious as any we have faced.”—The Washington Post When COVID-19 besieged the United States, New York State emerged as the global “ground zero” for a deadly contagion that threatened the lives and livelihoods of millions. Quickly, Governor Andrew Cuomo provided the leadership to address the threat, becoming the standard-bearer of the organized response the country desperately needed. With infection rates spiking and more people dying every day, the systems and functions necessary to combat the pandemic in New York—and America—did not exist. So Cuomo undertook the impossible. He unified people to rise to the challenge and was relentless in his pursuit of scientific facts and data. He quelled fear while implementing an extraordinary plan for flattening the curve of infection. He and his team worked day and night to protect the people of New York, despite roadblocks presented by a president incapable of leadership and addicted to transactional politics. Taking readers beyond the candid daily briefings that became must-see TV across the globe, and providing a dramatic, day-by-day account of the catastrophe as it unfolded, American Crisis presents the intimate and inspiring thoughts of a leader at an unprecedented historical moment. In his own voice, Andrew Cuomo chronicles the ingenuity and sacrifice required of so many to fight the pandemic, sharing the decision-making that shaped his policy as well as his frank accounting and assessment of his interactions with the federal government, the White House, and other state and local political and health officials. Real leadership, he shows, requires clear communication, compassion for others, and a commitment to truth-telling—no matter how frightening the facts may be. Including a game plan for what we as individuals—and as a nation—need to do to protect ourselves against this disaster and those to come, American Crisis is a remarkable portrait of selfless leadership and a gritty story of difficult choices that points the way to a safer future for all of us.
Download or read book The Black Swan written by Nassim Nicholas Taleb and published by Random House Digital, Inc.. This book was released on 2009-10-13 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the author's point of view, a black swan is an improbable event with three principal characteristics - It is unpredictable; it carries a massive impact; and, after the fact, we concoct an explanation that makes it appear less random, and more predictable, than it was. Why do we not acknowledge the phenomenon of black swans until after they occur? Part of the answer, according to Taleb, is that humans are hardwired to learn specifics when they should be focused on generalities. We concentrate on things we already know and time and time again fail to take into consideration what we don't know. We are, therefore, unable to truly estimate opportunities, too vulnerable to the impulse to simplify, narrate, and categorize, and not open enough to rewarding those who can imagine the 'impossible'.
Download or read book Post Corona written by Scott Galloway and published by Penguin. This book was released on 2020-11-24 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: New York Times bestseller! "Few are better positioned to illuminate the vagaries of this transformation than Galloway, a tech entrepreneur, author and professor at New York University’s Stern School. In brisk prose and catchy illustrations, he vividly demonstrates how the largest technology companies turned the crisis of the pandemic into the market-share-grabbing opportunity of a lifetime." --The New York Times "As good an analysis as you could wish to read." --The Financial Times From bestselling author and NYU Business School professor Scott Galloway comes a keenly insightful, urgent analysis of who stands to win and who's at risk to lose in a post-pandemic world The COVID-19 outbreak has turned bedrooms into offices, pitted young against old, and widened the gaps between rich and poor, red and blue, the mask wearers and the mask haters. Some businesses--like home exercise company Peloton, video conference software maker Zoom, and Amazon--woke up to find themselves crushed under an avalanche of consumer demand. Others--like the restaurant, travel, hospitality, and live entertainment industries--scrambled to escape obliteration. But as New York Times bestselling author Scott Galloway argues, the pandemic has not been a change agent so much as an accelerant of trends already well underway. In Post Corona, he outlines the contours of the crisis and the opportunities that lie ahead. Some businesses, like the powerful tech monopolies, will thrive as a result of the disruption. Other industries, like higher education, will struggle to maintain a value proposition that no longer makes sense when we can't stand shoulder to shoulder. And the pandemic has accelerated deeper trends in government and society, exposing a widening gap between our vision of America as a land of opportunity, and the troubling realities of our declining wellbeing. Combining his signature humor and brash style with sharp business insights and the occasional dose of righteous anger, Galloway offers both warning and hope in equal measure. As he writes, "Our commonwealth didn't just happen, it was shaped. We chose this path--no trend is permanent and can't be made worse or corrected."
Download or read book Transformers for Natural Language Processing written by Denis Rothman and published by Packt Publishing Ltd. This book was released on 2021-01-29 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Publisher's Note: A new edition of this book is out now that includes working with GPT-3 and comparing the results with other models. It includes even more use cases, such as casual language analysis and computer vision tasks, as well as an introduction to OpenAI's Codex. Key FeaturesBuild and implement state-of-the-art language models, such as the original Transformer, BERT, T5, and GPT-2, using concepts that outperform classical deep learning modelsGo through hands-on applications in Python using Google Colaboratory Notebooks with nothing to install on a local machineTest transformer models on advanced use casesBook Description The transformer architecture has proved to be revolutionary in outperforming the classical RNN and CNN models in use today. With an apply-as-you-learn approach, Transformers for Natural Language Processing investigates in vast detail the deep learning for machine translations, speech-to-text, text-to-speech, language modeling, question answering, and many more NLP domains with transformers. The book takes you through NLP with Python and examines various eminent models and datasets within the transformer architecture created by pioneers such as Google, Facebook, Microsoft, OpenAI, and Hugging Face. The book trains you in three stages. The first stage introduces you to transformer architectures, starting with the original transformer, before moving on to RoBERTa, BERT, and DistilBERT models. You will discover training methods for smaller transformers that can outperform GPT-3 in some cases. In the second stage, you will apply transformers for Natural Language Understanding (NLU) and Natural Language Generation (NLG). Finally, the third stage will help you grasp advanced language understanding techniques such as optimizing social network datasets and fake news identification. By the end of this NLP book, you will understand transformers from a cognitive science perspective and be proficient in applying pretrained transformer models by tech giants to various datasets. What you will learnUse the latest pretrained transformer modelsGrasp the workings of the original Transformer, GPT-2, BERT, T5, and other transformer modelsCreate language understanding Python programs using concepts that outperform classical deep learning modelsUse a variety of NLP platforms, including Hugging Face, Trax, and AllenNLPApply Python, TensorFlow, and Keras programs to sentiment analysis, text summarization, speech recognition, machine translations, and moreMeasure the productivity of key transformers to define their scope, potential, and limits in productionWho this book is for Since the book does not teach basic programming, you must be familiar with neural networks, Python, PyTorch, and TensorFlow in order to learn their implementation with Transformers. Readers who can benefit the most from this book include experienced deep learning & NLP practitioners and data analysts & data scientists who want to process the increasing amounts of language-driven data.
Download or read book The Hype Machine written by Sinan Aral and published by Currency. This book was released on 2020-09-15 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: A landmark insider’s tour of how social media affects our decision-making and shapes our world in ways both useful and dangerous, with critical insights into the social media trends of the 2020 election and beyond “The book might be described as prophetic. . . . At least two of Aral’s three predictions have come to fruition.”—New York NAMED ONE OF THE BEST BOOKS OF THE YEAR BY WIRED • LONGLISTED FOR THE PORCHLIGHT BUSINESS BOOK AWARD Social media connected the world—and gave rise to fake news and increasing polarization. It is paramount, MIT professor Sinan Aral says, that we recognize the outsize effect social media has on us—on our politics, our economy, and even our personal health—in order to steer today’s social technology toward its great promise while avoiding the ways it can pull us apart. Drawing on decades of his own research and business experience, Aral goes under the hood of the most powerful social networks to tackle the critical question of just how much social media actually shapes our choices, for better or worse. He shows how the tech behind social media offers the same set of behavior influencing levers to everyone who hopes to change the way we think and act—from Russian hackers to brand marketers—which is why its consequences affect everything from elections to business, dating to health. Along the way, he covers a wide array of topics, including how network effects fuel Twitter’s and Facebook’s massive growth, the neuroscience of how social media affects our brains, the real consequences of fake news, the power of social ratings, and the impact of social media on our kids. In mapping out strategies for being more thoughtful consumers of social media, The Hype Machine offers the definitive guide to understanding and harnessing for good the technology that has redefined our world overnight.
Download or read book Within the Lack of Chest COVID 19 X ray Dataset A Novel Detection Model Based on GAN and Deep Transfer Learning written by Mohamed Loey and published by Infinite Study. This book was released on with total page 19 pages. Available in PDF, EPUB and Kindle. Book excerpt: The coronavirus (COVID-19) pandemic is putting healthcare systems across the world under unprecedented and increasing pressure according to theWorld Health Organization (WHO). With the advances in computer algorithms and especially Artificial Intelligence, the detection of this type of virus in the early stages will help in fast recovery and help in releasing the pressure off healthcare systems.
Download or read book Lies My Gov t Told Me written by Robert W. Malone and published by Simon and Schuster. This book was released on 2022-11-15 with total page 602 pages. Available in PDF, EPUB and Kindle. Book excerpt: A WALL STREET JOURNALNATIONAL BESTSELLER *AS SEEN ON TUCKER CARLSON TODAY AND THE JOE ROGAN EXPERIENCE* A guide for the times—breaking down the lies about COVID-19 and shedding light on why we came to believe them. When he invented the original mRNA vaccine technology as a medical and graduate student in the late 1980s, Robert Malone could not have imagined that he would become a leader in a movement to expose the dangers of mRNA vaccines that billions of people have received—too often without being informed of the risks. For voicing opposition to the “mainstream” narrative, Dr. Robert Malone was censored by Big Tech and vilified by the media. But he continues to speak out and alert the world to the web of lies that we have all experienced. From vaccine safety and effectiveness to early treatments like ivermectin, to lockdowns, masks, and more, Dr. Malone is the signature dissident voice telling the other side of the story about COVID, the role of corporate media, censorship, propaganda, and the brave new world of transhumanism promoted by the World Economic Forum and its acolytes. What effect did the COVID policies have on lives, livelihoods, and democracies? How is it possible that the lies spread by governments would persist, and that our institutions would fail to correct them? Lies My Gov’t Told Me takes a hard look at these questions and illustrates how data, information, and psychology have been distorted during the pandemic. Governments intentionally weaponized fear to mold behavior. The media smeared anyone who objected to the narrative. And Big Pharma—aligned with larger globalist interests exemplified by the likes of Bill Gates and the World Economic Forum—had captured the agencies that are supposed to regulate it long before the pandemic began. Dr. Malone explores these perverse connections between Pharma, government, and media, and tells us what can be done about it. With contributed chapters from other leading thinkers, such as Dr. Paul Marik and Professor Mattias Desmet, and drawing upon history, psychology, and economics, Lies My Gov’t Told Me looks at COVID from numerous angles. Never satisfied with a simple answer or easy solution, Dr. Malone proposes multiple action plans for a better future. Dr. Malone calls on each of us to find our own solutions, our own ways to resist the control of fascist, corporatist, and totalitarian overlords. If we are to step out of the darkness—toward a world that defends the principles of the Constitution, upholds individual rights, and honors free speech—we all must play a part in the transition.
Download or read book From Opinion Mining to Financial Argument Mining written by Chung-Chi Chen and published by Springer Nature. This book was released on 2021 with total page 102 pages. Available in PDF, EPUB and Kindle. Book excerpt: Opinion mining is a prevalent research issue in many domains. In the financial domain, however, it is still in the early stages. Most of the researches on this topic only focus on the coarse-grained market sentiment analysis, i.e., 2-way classification for bullish/bearish. Thanks to the recent financial technology (FinTech) development, some interdisciplinary researchers start to involve in the in-depth analysis of investors' opinions. These works indicate the trend toward fine-grained opinion mining in the financial domain. When expressing opinions in finance, terms like bullish/bearish often spring to mind. However, the market sentiment of the financial instrument is just one type of opinion in the financial industry. Like other industries such as manufacturing and textiles, the financial industry also has a large number of products. Financial services are also a major business for many financial companies, especially in the context of the recent FinTech trend. For instance, many commercial banks focus on loans and credit cards. Although there are a variety of issues that could be explored in the financial domain, most researchers in the AI and NLP communities only focus on the market sentiment of the stock or foreign exchange. This open access book addresses several research issues that can broaden the research topics in the AI community. It also provides an overview of the status quo in fine-grained financial opinion mining to offer insights into the futures goals. For a better understanding of the past and the current research, it also discusses the components of financial opinions one-by-one with the related works and highlights some possible research avenues, providing a research agenda with both micro- and macro-views toward financial opinions.
Download or read book Neural Machine Translation written by Philipp Koehn and published by Cambridge University Press. This book was released on 2020-06-18 with total page 409 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to build machine translation systems with deep learning from the ground up, from basic concepts to cutting-edge research.
