NEURAL NETWORKS UNLEASHED: FROM BASICS TO ADVANCED MODELS


Book Description

In the ever-evolving landscape of the modern world, the synergy between technology and management has become a cornerstone of innovation and progress. This book, Neural Networks Unleashed: From Basics to Advanced Models, is conceived to bridge the gap between emerging technological advancements in neural networks and their strategic application across industries. Our objective is to equip readers with the tools and insights necessary to excel in this dynamic intersection of fields. This book is structured to provide a comprehensive exploration of the methodologies and strategies that define neural networks, from foundational theories to advanced applications. We delve into the critical aspects that drive successful innovation in fields such as computer vision, natural language processing, and AI-driven automation. We have made a concerted effort to present complex concepts in a clear and accessible manner, making this work suitable for a diverse audience, including students, engineers, managers, and industry professionals. In authoring this book, we have drawn upon the latest research and best practices to ensure that readers not only gain a robust theoretical understanding but also acquire practical skills that can be applied in real-world scenarios. The chapters are designed to strike a balance between depth and breadth, covering topics ranging from neural network architectures and training techniques to their strategic management and application in various industries. Additionally, we emphasize the importance of effective communication, dedicating sections to the art of presenting innovative ideas and solutions in a precise and academically rigorous manner. The inspiration for this book arises from a recognition of the crucial role that neural networks play in shaping the future of technology and business. We are profoundly grateful to Chancellor Shri Shiv Kumar Gupta of Maharaja Agrasen Himalayan Garhwal University for his unwavering support and vision. His dedication to fostering academic excellence and promoting a culture of innovation has been instrumental in bringing this project to fruition. We hope this book will serve as a valuable resource and inspiration for those eager to deepen their understanding of how neural networks can be harnessed to drive innovation. We believe that the knowledge and insights contained within these pages will empower readers to lead the way in creating innovative solutions that will define the future of technology. Thank you for joining us on this journey. Authors




DATA ENGINEERING IN THE AGE OF AI GENERATIVE MODELS AND DEEP LEARNING UNLEASHED


Book Description

.The advances in data engineering technologies, including big data infrastructure, knowledge graphs, and mechanism design, will have a long-lasting impact on artificial intelligence (AI) research and development. This paper introduces data engineering in AI with a focus on the basic concepts, applications, and emerging frontiers. As a new research field, most data engineering in AI is yet to be properly defined, and there are abundant problems and applications to be explored. The primary purpose of this paper is to expose the AI community to this shining star of data science, stimulate AI researchers to think differently and form a roadmap of data engineering for AI. Since this is primarily an informal essay rather than an academic paper, its coverage is limited. The vast majority of the stimulating studies and ongoing projects are not mentioned in the paper.







AI Transformers Unleashed


Book Description

"AI Transformers Unleashed: From BERT to Large Language Models and Generative AI" is an insightful exploration into one of the most transformative advancements in artificial intelligence. This book delves into the intricacies of AI transformer models, providing a comprehensive understanding of their architecture, functionality, and the profound impact they've had on natural language processing and beyond. Through clear explanations and detailed analysis, readers are guided from foundational concepts to the latest innovations, covering key models such as BERT and GPT, and examining their application across various domains. With a keen focus on both technical challenges and ethical considerations, this book also addresses the complexities surrounding bias, privacy, and transparency in AI technologies. It offers a balanced discourse on the potential for misuse and the imperative for responsible deployment. Designed to educate and inform, "AI Transformers Unleashed" serves as an essential resource for students, industry professionals, and anyone eager to grasp the current and future landscape of AI, ensuring readers are well-equipped to navigate the evolving field with confidence and insight.




Artificial Intelligence Oceanography


Book Description

This open access book invites readers to learn how to develop artificial intelligence (AI)-based algorithms to perform their research in oceanography. Various examples are exhibited to guide details of how to feed the big ocean data into the AI models to analyze and achieve optimized results. The number of scholars engaged in AI oceanography research will increase exponentially in the next decade. Therefore, this book will serve as a benchmark providing insights for scholars and graduate students interested in oceanography, computer science, and remote sensing.




Advanced Methods and Deep Learning in Computer Vision


Book Description

Advanced Methods and Deep Learning in Computer Vision presents advanced computer vision methods, emphasizing machine and deep learning techniques that have emerged during the past 5–10 years. The book provides clear explanations of principles and algorithms supported with applications. Topics covered include machine learning, deep learning networks, generative adversarial networks, deep reinforcement learning, self-supervised learning, extraction of robust features, object detection, semantic segmentation, linguistic descriptions of images, visual search, visual tracking, 3D shape retrieval, image inpainting, novelty and anomaly detection. This book provides easy learning for researchers and practitioners of advanced computer vision methods, but it is also suitable as a textbook for a second course on computer vision and deep learning for advanced undergraduates and graduate students. - Provides an important reference on deep learning and advanced computer methods that was created by leaders in the field - Illustrates principles with modern, real-world applications - Suitable for self-learning or as a text for graduate courses




Biological Foundations and Origin of Syntax


Book Description

Interdisciplinary perspectives on the evolutionary and biological roots of syntax, describing current research on syntax in fields ranging from linguistics to neurology. Syntax is arguably the most human-specific aspect of language. Despite the proto-linguistic capacities of some animals, syntax appears to be the last major evolutionary transition in humans that has some genetic basis. Yet what are the elements to a scenario that can explain such a transition? In this book, experts from linguistics, neurology and neurobiology, cognitive psychology, ecology and evolutionary biology, and computer modeling address this question. Unlike most previous work on the evolution of language, Biological Foundations and Origin of Syntax follows through on a growing consensus among researchers that language can be profitably separated into a number of related and interacting but largely autonomous functions, each of which may have a distinguishable evolutionary history and neurological base. The contributors argue that syntax is such a function.The book describes the current state of research on syntax in different fields, with special emphasis on areas in which the findings of particular disciplines might shed light on problems faced by other disciplines. It defines areas where consensus has been established with regard to the nature, infrastructure, and evolution of the syntax of natural languages; summarizes and evaluates contrasting approaches in areas that remain controversial; and suggests lines for future research to resolve at least some of these disputed issues. Contributors Andrea Baronchelli, Derek Bickerton, Dorothy V. M. Bishop, Denis Bouchard, Robert Boyd, Jens Brauer, Ted Briscoe, David Caplan, Nick Chater, Morten H. Christiansen, Terrence W.Deacon, Francesco d'Errico, Anna Fedor, Julia Fischer, Angela D. Friederici, Tom Givón, Thomas Griffiths, Balázs Gulyás, Peter Hagoort, Austin Hilliard, James R. Hurford, Péter Ittzés, Gerhard Jäger, Herbert Jäger, Edith Kaan, Simon Kirby, Natalia L. Komarova, Tatjana Nazir, Frederick Newmeyer, Kazuo Okanoya, Csaba Plèh, Peter J. Richerson, Luigi Rizzi, Wolf Singer, Mark Steedman, Luc Steels, Szabolcs Számadó, Eörs Szathmáry, Maggie Tallerman, Jochen Triesch, Stephanie Ann White




Operations Management Unleashed: Streamlining Efficiency and Innovation


Book Description

Unleash the potential of operations management with strategies to streamline efficiency and foster innovation. This book provides practical guidance for managers aiming to optimize processes and drive operational excellence.




ChatGPT Unleashed: Shaping the New Era of Artificial Intelligence


Book Description

Get an insight into the fascinating world of conversational AI with "ChatGPT Unleashed: Shaping the New Era of Artificial Intelligence." This enlightening journey demystifies the complexities of ChatGPT and AI, offering a window into the future of technology that's intertwined with every aspect of our lives. From the historical evolution of AI to the cutting-edge capabilities of ChatGPT, this book weaves a narrative that's as informative as it is captivating. Explore the intricacies of how ChatGPT works, its transformative impact on society, and its integration into the business landscape, pushing the boundaries of what's possible. "ChatGPT Unleashed" isn't just a book; it's an invitation to envision a future where AI and human ingenuity converge to create a world of unlimited possibilities. Whether you're a tech enthusiast, a business professional, or simply curious about the future of AI, this book offers valuable insights and inspires a deeper understanding of the technology that's shaping our tomorrow. Join us on this journey and unlock the potential of conversational AI. "ChatGPT Unleashed" is your guide to navigating the new era of artificial intelligence, where the possibilities are as boundless as your imagination.




Advanced Data Analytics for Power Systems


Book Description

Experts in data analytics and power engineering present techniques addressing the needs of modern power systems, covering theory and applications related to power system reliability, efficiency, and security. With topics spanning large-scale and distributed optimization, statistical learning, big data analytics, graph theory, and game theory, this is an essential resource for graduate students and researchers in academia and industry with backgrounds in power systems engineering, applied mathematics, and computer science.




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