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Provides a comprehensive understanding of the latest advancements and practical applications of machine learning techniques. Machine learning (ML), a branch of artificial intelligence, has gained tremendous momentum in recent years, revolutionizing the way we analyze data, make predictions, and solve complex problems. As researchers and practitioners in the field, the editors of this book recognize the importance of disseminating knowledge and fostering collaboration to further advance this dynamic discipline. How Machine Learning is Innovating Today's World is a timely book and presents a diverse collection of 25 chapters that delve into the remarkable ways that ML is transforming various fields and industries. It provides a comprehensive understanding of the practical applications of ML techniques. The wide range of topics include: An analysis of various tokenization techniques and the sequence-to-sequence model in natural language processing explores the evaluation of English language readability using ML models a detailed study of text analysis for information retrieval through natural language processing the application of reinforcement learning approaches to supply chain management the performance analysis of converting algorithms to source code using natural language processing in Java presents an alternate approach to solving differential equations utilizing artificial neural networks with optimization techniques a comparative study of different techniques of text-to-SQL query conversion the classification of livestock diseases using ML algorithms ML in image enhancement techniques the efficient leader selection for inter-cluster flying ad-hoc networks a comprehensive survey of applications powered by GPT-3 and DALL-E recommender systems'domain of application reviews mood detection, emoji generation, and classification using tokenization and CNN variations of the exam scheduling problem using graph coloring the intersection of software engineering and machine learning applications explores ML strategies for indeterminate information systems in complex bipolar neutrosophic environments ML applications in healthcare, in battery management systems, and the rise of AI-generated news videos how to enhance resource management in precision farming through AI-based irrigation optimization. Audience The book will be extremely useful to professionals, post-graduate research scholars, policymakers, corporate managers, and anyone with technical interests looking to understand how machine learning and artificial intelligence can benefit their work.

This volume looks at the forms and functions of counterspeech as well as what determines its effectiveness and success from multidisciplinary perspectives. Counterspeech is in line with international human rights and freedom of speech, and it can be a much more powerful tool against dangerous and toxic speech than blocking and censorship.In the face of online hate speech and disinformation, counterspeech is a tremendously important and timely topic. The book uniquely brings together expertise from a variety of disciplines. It explores linguistic, ethical and legal aspects of counterspeech, looks at the functions and effectiveness of counterspeech from anthropological, practical and sociological perspectives and addresses the question of how we can use modern technological advances to make counterspeech a more instantaneous and efficient option to respond to harmful language online. The greatest benefit of counterspeech lies in the ability to reach bystanders and prevent them from becoming perpetrators themselves. This volume is an excellent opportunity to spread the word about counterspeech, its potential, importance, and future endeavors.This anthology is a great resource for scholars and students of linguistics, philosophy of language, media and communication studies, digital humanities, natural language processing, international human rights law, anthropology and sociology, and interdisciplinary research methods. It is also a valuable source of information for practitioners and anyone who wants to speak up against harmful speech.

Toxicodynamics in Drug Research, Volume 2: Public Health and Toxicology Issues examines the implications of public health issues and the impact of pharmaceuticals, chemical and food toxicants, dietary phytochemicals, and medical treatments on human health. Volume 2: Public Health and Toxicology Issues in Drug Research: Toxicity and Toxicodynamics covers topics on pharmacokinetics and toxicokinetics such as population pharmacokinetics/toxicokinetics, the design of toxicokinetic studies, and the use of toxicokinetic data in preclinical safety assessments. The book investigates the health effect caused by the bioaccumulation of pharmaceutical and personal care products and the impact of drug-induced toxicity on different systems of the body. It discusses the mechanistic pathways of food toxicants and illustrates the molecular mechanisms of the chemopreventive role of dietary phytochemicals. It also delves into the toxic effects of medical treatments and materials. Ethical, legal, societal, and professional issues in toxicology round off the coverage providing a valuable resource to interested in learning more about the health impact and public health issues related to the toxicity of pharmaceuticals, dietary supplements, personal care products, and medical treatments. - Discusses the impact of pharmaceuticals, food, and chemical toxicants on human health - Examines the toxic effects of medical treatments, clinical administrations, and materials - Explores public health issues around drug safety and toxicology

This volume presents up-to-date information on technological advancements in climate smart farming systems, covering crop modeling, irrigation practices, spatial modeling and agricultural policy in the context of climate change. The book presents the main applications in climate smart agriculture through technological approaches including the primary agricultural dynamics, mitigation strategies for sustainable soil and crop security, climate smart solutions to improve soil health, and crop and livestock productivity. It will be useful for scientists, environmentalists, meteorologists, environmental consultants, and computing experts working in the areas of climate-smart agriculture though technological approaches.

Millets are popularly known as “nutri-cereals” due to their high calcium, dietary fiber, polyphenol, vitamins, and protein content. Millet crops have the potential to aid in food security efforts in regions where natural and manmade causes are deteriorating land resources. Nutriomics of Millet Crops emphasizes the importance of nutriomics of millet crops in the context of universal health, highlighting biotechnological advancements offering enrichment of the nutritional value of millets. Millet crops have the potential to be a staple crop, demonstrating an economically feasible approach to combat micronutrient malnutrition.Features: Presents comprehensive studies on health-promoting nutritional components of millets. Provides enumeration on molecular breeding strategies for improvement of millet nutraceuticals. Discusses genomics-assisted breeding for enhancement of nutritional quality in millets. Includes information related to sensory and biofortification of millet-based foods. By assessing the relevance of millets in sustainable global agro-ecosystems due to their nutritional and agronomic attributes, the United Nations celebrated 2023 as the “International Year of Millets.” This book complements this effort and is useful to researchers and policy planners working across the disciplines of plant breeding and food technology. Nutriomics of Millet Crops also encourages young researchers to explore this promising field.

Since the invention of computers and other similar machines, scientists and researchers have been trying very hard to enhance their capabilities to perform various tasks. As a result, the capabilities of computers are growing exponentially day by day in terms of diverse working domains, versatile jobs, processing speed, and reduced size. Now, we are in the race to make these machines as intelligent as human beings. Artificial intelligence (AI) came up as a way of making a computer or computer software think in a similar manner to the way that humans think. AI is inspired by the study of human brain, including how humans think, learn, decide, and act while trying to solve a problem. The outcomes of this study are the basis of developing intelligent software and systems or intelligent computing (IC). An IC system has the capabilities of reasoning, learning, problem-solving, perception, and linguistic intelligence. IC systems consist of AI techniques as well as other emerging techniques that make a system intelligent. The use of IC has been seen in almost every sub-domain of computer science such as networking, software engineering, gaming, natural language processing, computer vision, image processing, data science, robotics, expert systems, and security. Nowadays, IC is also useful for solving various complex problems in diverse domains such as for predicting disease in medical science, predicting land fertility or crop productivity in agricultural science, predicting market growth in economics, and weather forecasting. For all these reasons, this book presents the advances in AI techniques, under the umbrella of IC. In this context, the book includes recent research that has been done in the areas of machine learning, neural networks, deep learning, evolutionary algorithms, genetic algorithms, swarm intelligence, fuzzy systems, and so on. This book discusses recent theoretical, algorithmic, simulation, and implementation-based advancements related to IC.

Artificial intelligence, or AI, now affects the day-to-day life of almost everyone on the planet, and continues to be a perennial hot topic in the news. This book presents the proceedings of ECAI 2023, the 26th European Conference on Artificial Intelligence, and of PAIS 2023, the 12th Conference on Prestigious Applications of Intelligent Systems, held from 30 September to 4 October 2023 and on 3 October 2023 respectively in Kraków, Poland. Since 1974, ECAI has been the premier venue for presenting AI research in Europe, and this annual conference has become the place for researchers and practitioners of AI to discuss the latest trends and challenges in all subfields of AI, and to demonstrate innovative applications and uses of advanced AI technology. ECAI 2023 received 1896 submissions – a record number – of which 1691 were retained for review, ultimately resulting in an acceptance rate of 23%. The 390 papers included here, cover topics including machine learning, natural language processing, multi agent systems, and vision and knowledge representation and reasoning. PAIS 2023 received 17 submissions, of which 10 were accepted after a rigorous review process. Those 10 papers cover topics ranging from fostering better working environments, behavior modeling and citizen science to large language models and neuro-symbolic applications, and are also included here. Presenting a comprehensive overview of current research and developments in AI, the book will be of interest to all those working in the field.

The Routledge Handbook of Ecomedia Studies gathers leading work by critical scholars in this burgeoning field. Redressing the lack of environmental perspectives in the study of media, ecomedia studies asserts that media are in and about the environment, and environments are socially and materially mediated.The book gives form to this new area of study and brings together diverse scholarly contributions to explore and give definition to the field. The Handbook highlights five critical areas of ecomedia scholarship: ecomedia theory, ecomateriality, political ecology, ecocultures, and eco-affects. Within these areas, authors navigate a range of different topics including infrastructures, supply and manufacturing chains, energy, e-waste, labor, ecofeminism, African and Indigenous ecomedia, environmental justice, environmental media governance, ecopolitical satire, and digital ecologies. The result is a holistic volume that provides an in-depth and comprehensive overview of the current state of the field, as well as future developments.This volume will be an essential resource for students, educators, and scholars of media studies, cultural studies, film, environmental communication, political ecology, science and technology studies, and the environmental humanities.The Open Access version of this book, available at www.taylorfrancis. com, has been made available under a Creative Commons Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND) 4.0 license. Deep gratitude for the generous support of those institutions that provided funding to enable this volume to be available simultaneously in print and open access: University of Oregon Libraries Open Access Publishing Award, Frank J. Guarini School of Busi-ness at John Cabot University, University of Vermont Humanities Center, University of California Santa Barbara, University of Lausanne, and School of Humanities at Nanyang Technological University.

This book represents the first complete and systematic guide to the virus-like particles (VLPs) and their applications as vaccines, therapeutic tools, nanomaterials, and nanodevices. The grouping of the VLPs follows the most recent virus taxonomy and the traditional Baltimore classification of viruses, which are based on the genome structure and mechanism of mRNA synthesis. Within each of the seven Baltimore classes, the order taxon serves as a framework of the chapter's arrangement. The term'VLP'is used as a universal designation for the virus-, core-, or capsid-like structures, which became an important part of the modern molecular virology. The 3D structures, expression systems, and nanotechnological applications are described for VLPs in the context of the original viruses and uncover their evolving potential as novel vaccines and medical interventions. Key Features Presents the first full guide to the VLP nanotechnology, classified by current viral taxonomy Outlines specific structural properties and interconnection of the virions and VLPs Explains generation and characteristics of VLPs produced by various expression systems Offers up-to-date summary of VLPs designed as vaccines and delivery tools Unveils interconnection of VLPs with novel organic and inorganic nanomaterials

The 39-volume set, comprising the LNCS books 13661 until 13699, constitutes the refereed proceedings of the 17th European Conference on Computer Vision, ECCV 2022, held in Tel Aviv, Israel, during October 23–27, 2022. The 1645 papers presented in these proceedings were carefully reviewed and selected from a total of 5804 submissions. The papers deal with topics such as computer vision; machine learning; deep neural networks; reinforcement learning; object recognition; image classification; image processing; object detection; semantic segmentation; human pose estimation; 3d reconstruction; stereo vision; computational photography; neural networks; image coding; image reconstruction; object recognition; motion estimation.

This book presents selected papers from the 2nd International Conference on Industry 4.0 and Advanced Manufacturing held at the Indian Institute of Science, Bangalore and includes deliberations from stakeholders in manufacturing and Industry 4.0 on the nature, needs, challenges, opportunities, problems, and solutions in these transformational areas. Special emphasis is placed on exploring avenues for creating a vision of, and enablers for, sustainable, affordable, and human-centric Industry 4.0. The book showcases cutting edge practice, research, and educational innovation in this crucial and rapidly evolving area. This book will be useful to researchers in academia and industry, and will also be useful to policymakers involved in creating ecosystems for implementation of Industry 4.0.

This book proposes new technologies and discusses future solutions for ICT design infrastructures, as reflected in high-quality papers presented at the 7th International Conference on ICT for Sustainable Development (ICT4SD 2022), held in Goa, India, on 29–30 July 2022. The book covers the topics such as big data and data mining, data fusion, IoT programming toolkits and frameworks, green communication systems and network, use of ICT in smart cities, sensor networks and embedded system, network and information security, wireless and optical networks, security, trust, and privacy, routing and control protocols, cognitive radio and networks, and natural language processing. Bringing together experts from different countries, the book explores a range of central issues from an international perspective.

This edited book is a comprehensive compilation of principles, conventional and molecular approaches used to develop improved varieties and hybrids of major crops in light of their origin, evolution, taxonomy, production and productivity and need by human civilization. The book covers breeding prospects of all important food and commercial crops. It highlights the importance of breeding tools and techniques in ensuring food security. This book is of interest to teachers, researchers, agriculture scientists, capacity builders, and policymakers. Also, the book serves as additional reading material for undergraduate and graduate students of agriculture, soil science, and environmental sciences. National and international agricultural scientists and policymakers will find this book useful.

Applications of composite materials and composite coatings have been increasing in the field of automobile and aerospace industries due to the versatility in their properties. Present book comprehensively reviews the composite materials and coatings with a focus on the mechanical and tribology applications. It covers type of fibres (natural and synthetic), reinforcements and their selection, matrix, and technologies used to produce composite materials. Various sections cover basics and associated failures of composites, strengthening mechanisms and background theories, composite manufacturing technologies, mechanical and tribology properties of past and currently used composites.Features:- Covers different types of fibers, reinforcements, matrix, and technologies used to produce composite materials. Details the tribology behavior of different novel composite coatings fabricated using different coating techniques. Reviews research on wear behavior of composite materials and coatings. Discusses reinforcement behavior with respect to the different processing routes. Illustrates rule of mixtures, failures, theories behind the strengthening mechanism. This book aims at professionals, graduate students and researchers in mechanical engineering, design engineering, composite materials, composite coatings, tribology, automobile, and aircraft.