Exploring Future Opportunities Of Brain Inspired Artificial Intelligence

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Exploring Future Opportunities of Brain-Inspired Artificial Intelligence

Author : Bhatia, Madhulika
Publisher : IGI Global
ISBN 13 : 1668469820
Total Pages : 244 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Exploring Future Opportunities of Brain-Inspired Artificial Intelligence by : Bhatia, Madhulika

Download or read book Exploring Future Opportunities of Brain-Inspired Artificial Intelligence written by Bhatia, Madhulika and published by IGI Global. This book was released on 2023-03-20 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: Applying mechanisms and principles of human intelligence and converging the brain and artificial intelligence (AI) is currently a research trend. The applications of AI in brain simulation are countless. Brain-inspired intelligent systems will improve next-generation information processing by applying theories, techniques, and applications inspired by the information processing principles from the brain. Exploring Future Opportunities of Brain-Inspired Artificial Intelligence focuses on the convergence of AI with brain-inspired intelligence. It presents research on brain-inspired cognitive machines with vision, audition, language processing, and thinking capabilities. Covering topics such as data analysis tools, knowledge representation, and super-resolution, this premier reference source is an essential resource for engineers, developers, computer scientists, students and educators of higher education, librarians, researchers, and academicians.

Future of AI in Medical Imaging

Author : Sharma, Avinash Kumar
Publisher : IGI Global
ISBN 13 :
Total Pages : 327 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Future of AI in Medical Imaging by : Sharma, Avinash Kumar

Download or read book Future of AI in Medical Imaging written by Sharma, Avinash Kumar and published by IGI Global. This book was released on 2024-03-11 with total page 327 pages. Available in PDF, EPUB and Kindle. Book excerpt: Academic scholars and professionals are currently grappling with hurdles in optimizing diagnostic processes, as traditional methodologies prove insufficient in managing the intricate and voluminous nature of medical data. The diverse range of imaging techniques, spanning from endoscopy to magnetic resonance imaging, necessitates a more unified and efficient approach. This complexity has created a pressing need for streamlined methodologies and innovative solutions. Academic scholars find themselves at the forefront of addressing these challenges, seeking ways to leverage AI's full potential in improving the accuracy of medical imaging diagnostics and, consequently, enhancing overall patient outcomes. Future of AI in Medical Imaging, stands as a solution to the challenges faced by academic scholars in the realm of medical imaging. The book lays a solid groundwork for understanding the complexities of medical imaging systems. Through an exploration of various imaging modalities, it not only addresses the current issues but also serves as a guide for scholars to navigate the landscape of AI-integrated medical diagnostics. This collaborative effort not only illuminates the existing hurdles of medical imaging but also looks towards a future where AI-driven diagnostics and personalized medicine become indispensable tools, significantly elevating patient outcomes.

Enhancing Education With Intelligent Systems and Data-Driven Instruction

Author : Bhatia, Madhulika
Publisher : IGI Global
ISBN 13 :
Total Pages : 357 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Enhancing Education With Intelligent Systems and Data-Driven Instruction by : Bhatia, Madhulika

Download or read book Enhancing Education With Intelligent Systems and Data-Driven Instruction written by Bhatia, Madhulika and published by IGI Global. This book was released on 2024-03-04 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the dynamic environment of education, the traditional methods employed by educators are struggling to keep pace with the evolving needs of students in the 21st century. The challenge lies in fostering an environment that not only engages students but also equips them with the skills essential for the modern world. Teachers find themselves navigating a complex terrain where outdated pedagogical approaches fall short of unlocking the full potential of diverse learning styles and unique talents within their classrooms. Enhancing Education With Intelligent Systems and Data-Driven Instruction is a groundbreaking book that goes beyond the constraints of conventional teaching methods, offering a comprehensive guide that inspires and equips educators with innovative tools and approaches. From integrating innovative technology to cultivating collaborative learning environments, the book provides a roadmap for educators to reimagine their teaching practices. By embracing student-centered approaches, fostering diversity, and utilizing digital tools effectively, this book empowers teachers to transform their classrooms into dynamic hubs of inspiration, motivation, and empowerment.

Frontiers in Combating Antibacterial Resistance: Current Perspectives and Future Horizons

Author : Grewal, Ajmer Singh
Publisher : IGI Global
ISBN 13 :
Total Pages : 442 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Frontiers in Combating Antibacterial Resistance: Current Perspectives and Future Horizons by : Grewal, Ajmer Singh

Download or read book Frontiers in Combating Antibacterial Resistance: Current Perspectives and Future Horizons written by Grewal, Ajmer Singh and published by IGI Global. This book was released on 2024-03-25 with total page 442 pages. Available in PDF, EPUB and Kindle. Book excerpt: The rise of modern antimicrobial drug resistance has evolved into a pressing global health crisis, challenging the very foundation of our ability to combat infectious diseases. The overuse and accessibility of antibiotics, particularly in emerging nations, have given rise to resilient "superbugs," rendering common medications ineffective. This escalating challenge poses a significant threat to public health and leads to heightened healthcare costs, prolonged patient stays, and increased mortality rates. As communities grapple with the urgent need for a coordinated response, a comprehensive understanding of antimicrobial drug resistance and innovative strategies becomes paramount. Frontiers in Combating Antibacterial Resistance: Current Perspectives and Future Horizons is meticulously crafted for academic scholars, researchers, and healthcare professionals. It addresses this critical issue head-on and serves as a beacon of knowledge and a solution-oriented guide. With a focus on elucidating the mechanisms behind antimicrobial drug resistance and exploring emerging therapeutic targets, the book presents an in-depth analysis of the problem. It spans environmental, genetic, and climatic factors influencing resistance, delving into cutting-edge technologies and sustainable strategies for prevention. By offering a holistic view of the issue and proposing evidence-based solutions, the book is an indispensable resource for those seeking to navigate the complex landscape of antimicrobial drug resistance.

Impact of AI and Robotics on the Medical Tourism Industry

Author : Hassan, Viana
Publisher : IGI Global
ISBN 13 :
Total Pages : 383 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Impact of AI and Robotics on the Medical Tourism Industry by : Hassan, Viana

Download or read book Impact of AI and Robotics on the Medical Tourism Industry written by Hassan, Viana and published by IGI Global. This book was released on 2024-03-18 with total page 383 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the ancient world, health seekers traversed vast distances to pursue well-being. Fast forward to the 21st century, and the concept of medical tourism has evolved into a global industry worth billions of dollars. The burgeoning demand for quality healthcare has pushed traditional boundaries, necessitating a more sophisticated and interconnected healthcare ecosystem. Integrating Artificial Intelligence (AI) into medical practices empowers individuals to actively manage their health while providing healthcare practitioners with invaluable insights for tailored patient care. Impact of AI and Robotics on the Medical Tourism Industry delves into the transformative impact of AI and robotics on this dynamic sector. It explores how AI can encourage and assist patients in their health plans while augmenting healthcare practitioners' capabilities to utilize specific patient data to offer unique guidance. It dissects real-world examples, such as Cleveland Clinic Abu Dhabi's integration of robotic surgery, showcasing how these technologies revolutionize traditional medical practices.

Federated Learning and Privacy-Preserving in Healthcare AI

Author : Lilhore, Umesh Kumar
Publisher : IGI Global
ISBN 13 :
Total Pages : 373 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Federated Learning and Privacy-Preserving in Healthcare AI by : Lilhore, Umesh Kumar

Download or read book Federated Learning and Privacy-Preserving in Healthcare AI written by Lilhore, Umesh Kumar and published by IGI Global. This book was released on 2024-05-02 with total page 373 pages. Available in PDF, EPUB and Kindle. Book excerpt: The use of artificial intelligence (AI) in data-driven medicine has revolutionized healthcare, presenting practitioners with unprecedented tools for diagnosis and personalized therapy. However, this progress comes with a critical concern: the security and privacy of sensitive patient data. As healthcare increasingly leans on AI, the need for robust solutions to safeguard patient information has become more pressing than ever. Federated Learning and Privacy-Preserving in Healthcare AI emerges as the definitive solution to balancing medical progress with patient data security. This carefully curated volume not only outlines the challenges of federated learning but also provides a roadmap for implementing privacy-preserving AI systems in healthcare. By decentralizing the training of AI models, federated learning mitigates the risks associated with centralizing patient data, ensuring that critical information never leaves its original location. Aimed at healthcare professionals, AI experts, policymakers, and academics, this book not only delves into the technical aspects of federated learning but also fosters a collaborative approach to address the multifaceted challenges at the intersection of healthcare and AI.

Emerging Engineering Technologies and Industrial Applications

Author : El Kacimi, Younes
Publisher : IGI Global
ISBN 13 :
Total Pages : 453 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Emerging Engineering Technologies and Industrial Applications by : El Kacimi, Younes

Download or read book Emerging Engineering Technologies and Industrial Applications written by El Kacimi, Younes and published by IGI Global. This book was released on 2024-05-06 with total page 453 pages. Available in PDF, EPUB and Kindle. Book excerpt: Engineers have long been architects of progress, erecting massive buildings that touch the skies and designing technologies that redefine realms of known possibility. In this era of rapid change, keeping pace with innovation is the main challenge. Emerging Engineering Technologies and Industrial Applications is a comprehensive research book that delves deep into the heart of a relentless technological revolution within modern industry. From the limitless potential of the Internet of Things (IoT) to the cognitive wonders of Artificial Intelligence (AI), from the microscopic marvels of Nanotechnology to the precision and agility of Robotics, and from the revolutionary advancements in 3D Printing to the transformative capabilities of blockchain, this book explores emerging technologies. This book is an indispensable resource for professionals and researchers working in the field of emerging engineering technologies and their industrial applications. It caters to a diverse range of disciplines, including computer science and information technology, environmental, agricultural, and physical sciences, medical, healthcare, and life sciences, as well as science and engineering, and anyone seeking to navigate the current technological progress in the 21st century.

Change Dynamics in Healthcare, Technological Innovations, and Complex Scenarios

Author : Burrell, Darrell Norman
Publisher : IGI Global
ISBN 13 :
Total Pages : 348 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Change Dynamics in Healthcare, Technological Innovations, and Complex Scenarios by : Burrell, Darrell Norman

Download or read book Change Dynamics in Healthcare, Technological Innovations, and Complex Scenarios written by Burrell, Darrell Norman and published by IGI Global. This book was released on 2024-02-26 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: In a world characterized by complexity and rapid change, the intersection of healthcare, social sciences, and technology presents a formidable challenge. The vast array of interconnected issues, ethical dilemmas, and technological advancements often evade comprehensive understanding within individual disciplines. The problem lies in the siloed approach to these critical domains, hindering our ability to navigate the complexities of our modern world effectively. Change Dynamics in Healthcare, Technological Innovations, and Complex Scenarios emerges as a transformative solution, offering a beacon of insight and knowledge to those grappling with the intricate dynamics of our interconnected society. Change Dynamics in Healthcare, Technological Innovations, and Complex Scenarios dives into organizational narratives, ethical challenges, and technological promises across healthcare, social sciences, and technology. It doesn't merely acknowledge the interplay between these disciplines; it celebrates their interconnectedness. By dissecting, analyzing, and synthesizing critical developments, this book serves as a compass, providing a rich resource for comprehending the multifaceted impacts of emerging changes.

Green AI-Powered Intelligent Systems for Disease Prognosis

Author : Khanna, Ashish
Publisher : IGI Global
ISBN 13 :
Total Pages : 418 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Green AI-Powered Intelligent Systems for Disease Prognosis by : Khanna, Ashish

Download or read book Green AI-Powered Intelligent Systems for Disease Prognosis written by Khanna, Ashish and published by IGI Global. This book was released on 2024-08-23 with total page 418 pages. Available in PDF, EPUB and Kindle. Book excerpt: Experts in Medicine are under new pressures of advancing their studies while also reducing the impact they leave on the environment. Researchers within the fields of bio-neuro informatics, healthcare, engineering, and medical sciences require a dynamic platform that bridges the realms of academia, science, industry, and innovation. Green AI-Powered Intelligent Systems for Disease Prognosis facilitates a crossroads for a diverse audience interested in these two seldom coalesced concepts. Academicians, scientists, researchers, professionals, decision-makers, and even aspiring scholars all find a space to contribute, collaborate, and learn within the platform that this book provides. The book's thematic coverage is unequivocally compelling; by exploring the intersections of bio-neuro informatics, healthcare, engineering, and medical sciences, it captures the spirit of interdisciplinary research. It delves into well-established domains while also casting a spotlight on emerging trends that have the potential to reshape our understanding of these fields. Two prominent tracks form the backbone of the book's content. The first covers the Bioinformatics and Data Mining of Biological Data (BiDMBD), and unravels the intricacies of biomedical computation, signal analysis, clinical decision support, and health data mining. This approach holds a treasure trove of insights into the mechanisms of health data acquisition, clinical informatics, and the representation of healthcare knowledge. The second covers Biomedical Informatics and is a symposium of computational modeling, genomics, and proteomics. Here, the fusion of data science with medical sciences takes center stage.

Multi-Sector Analysis of the Digital Healthcare Industry

Author : Chatterjee, Lagnajita
Publisher : IGI Global
ISBN 13 :
Total Pages : 315 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Multi-Sector Analysis of the Digital Healthcare Industry by : Chatterjee, Lagnajita

Download or read book Multi-Sector Analysis of the Digital Healthcare Industry written by Chatterjee, Lagnajita and published by IGI Global. This book was released on 2024-03-27 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the wake of the digital healthcare revolution, a critical challenge has emerged: the lack of a comprehensive understanding stemming from fragmented research. Despite the industry's meteoric rise, existing literature often compartmentalizes insights, neglecting the intricate multi-sector collaborations that fuel its progress. This gap hinders scholars and industry professionals, leaving them with a myopic view of the digital healthcare landscape. The urgent need for a holistic exploration has never been more apparent. Multi-Sector Analysis of the Digital Healthcare Industry is a groundbreaking book that will uncover the complexities of digital healthcare with a panoramic lens. This carefully curated collection of cross-functional chapters is a beacon guiding academics and industry specialists through the difficulties of the industry's past, present, and future. With experts from fields spanning medicine, technology, business, and regulatory sectors, this book addresses the limitations of current research but serves as a compass for those seeking a more profound comprehension of digital healthcare's collaborative dynamics.

Workplace Cyberbullying and Behavior in Health Professions

Author : Aslam, Muhammad Shahzad
Publisher : IGI Global
ISBN 13 :
Total Pages : 301 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Workplace Cyberbullying and Behavior in Health Professions by : Aslam, Muhammad Shahzad

Download or read book Workplace Cyberbullying and Behavior in Health Professions written by Aslam, Muhammad Shahzad and published by IGI Global. This book was released on 2024-01-10 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the modern healthcare system, a pervasive problem takes new shape as cyberbullying. Healthcare professionals, those dedicated to caring for the well-being of others, are increasingly falling victim to online harassment, intimidation, and harmful behavior. This corrosive issue disrupts team dynamics, undermines workplace culture, and poses severe psychological and emotional consequences for its targets. Academic scholars and healthcare decision-makers must grapple with the pressing need to address this burgeoning crisis. Workplace Cyberbullying and Behavior in Health Professions is a comprehensive and meticulously researched book that presents itself as the definitive solution to the ever-growing challenge of cyberbullying within healthcare. This book is aimed at postgraduate and post-doctorate researchers as well as policymakers, providing a solid foundation for understanding, addressing, and ultimately eliminating cyberbullying in healthcare environments.

Shallow Learning vs. Deep Learning

Author : Ömer Faruk Ertuğrul
Publisher : Springer Nature
ISBN 13 : 3031694996
Total Pages : 283 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Shallow Learning vs. Deep Learning by : Ömer Faruk Ertuğrul

Download or read book Shallow Learning vs. Deep Learning written by Ömer Faruk Ertuğrul and published by Springer Nature. This book was released on with total page 283 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Innovations, Securities, and Case Studies Across Healthcare, Business, and Technology

Author : Burrell, Darrell Norman
Publisher : IGI Global
ISBN 13 :
Total Pages : 579 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Innovations, Securities, and Case Studies Across Healthcare, Business, and Technology by : Burrell, Darrell Norman

Download or read book Innovations, Securities, and Case Studies Across Healthcare, Business, and Technology written by Burrell, Darrell Norman and published by IGI Global. This book was released on 2024-01-15 with total page 579 pages. Available in PDF, EPUB and Kindle. Book excerpt: The longstanding practice of keeping academic disciplines separate has been a barrier to effectively addressing the complex challenges in our world. The boundaries separating fields like healthcare, social sciences, and technology have obscured the potential for interdisciplinary collaboration, preventing us from unlocking innovative solutions to the most pressing issues of our time. As a result, the critical problems we face, from healthcare inequities to technological advancements with ethical dilemmas, have remained largely unresolved. This fragmented approach to academic inquiry has left a void in our quest to tackle these challenges effectively. The solution is found within the pages of Innovations, Securities, and Case Studies Across Healthcare, Business, and Technology. This groundbreaking compendium illuminates the transformative potential of interdisciplinary collaboration, offering direction and support in the form of knowledge for scholars, researchers, practitioners, and students committed to solving real-world problems. By harnessing the collective wisdom of diverse disciplines, the book demonstrates how convergence across healthcare, social sciences, organizational behavior, and technology can lead to groundbreaking insights and solutions. It showcases success stories and innovative strategies that drive positive change within our societies, offering a roadmap towards a brighter, more interconnected future.

Modern Technology in Healthcare and Medical Education: Blockchain, IoT, AR, and VR

Author : Hiran, Kamal Kant
Publisher : IGI Global
ISBN 13 :
Total Pages : 332 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Modern Technology in Healthcare and Medical Education: Blockchain, IoT, AR, and VR by : Hiran, Kamal Kant

Download or read book Modern Technology in Healthcare and Medical Education: Blockchain, IoT, AR, and VR written by Hiran, Kamal Kant and published by IGI Global. This book was released on 2024-04-29 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: The integration of Augmented Reality (AR) and Virtual Reality (VR) with Artificial Intelligence (AI) has immense potential to have beneficial effects for institutions of healthcare and medical education. However, this integration has become so complex, it presents numerous challenges across various domains. Researchers and practitioners often need help to keep pace with the rapid advancements of technologies and applications. Issues such as privacy, security, scalability, and optimization of AR/VR setups remain critical concerns for healthcare industry professionals and academics alike. There needs to be a comprehensive resource that addresses these challenges, if we expect the field to grow in an effective and responsible manner. Modern Technology in Healthcare and Medical Education: Blockchain, IoT, AR, and VR offers a solution to these challenges. By providing insights from researchers and experts in the field, this book serves as a valuable reference for addressing real-world problems. This book is a must-have resource for doctoral and post-doctoral researchers, undergraduate and postgraduate students, industry professionals, and government agencies working in AR/VR. It provides a roadmap for future research and development in this rapidly evolving field. It covers a wide range of topics, including enhancements in AR/VR, AI integration, task-specific training, and applications in healthcare and education.

Biomedical Research Developments for Improved Healthcare

Author : Prabhakar, Pranav Kumar
Publisher : IGI Global
ISBN 13 :
Total Pages : 411 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Biomedical Research Developments for Improved Healthcare by : Prabhakar, Pranav Kumar

Download or read book Biomedical Research Developments for Improved Healthcare written by Prabhakar, Pranav Kumar and published by IGI Global. This book was released on 2024-03-04 with total page 411 pages. Available in PDF, EPUB and Kindle. Book excerpt: A chasm grows between the currently established knowledge and the rapidly evolving landscape of healthcare. As the field of biomedical research hurtles forward with groundbreaking discoveries and transformative technologies, academic scholars find themselves grappling with a significant dilemma. There exists a disconnect between traditional educational resources and the need to keep pace with the latest innovations that are reshaping medicine, diagnosis, and treatment. This widening gap inhibits scholars from adequately preparing their students and hampers their ability to engage in relevant, cutting-edge research, ultimately impeding the advancement of healthcare as a whole. Biomedical Research Developments for Improved Healthcare serves as the ultimate solution to this academic challenge. This book offers a compelling bridge between the realm of academic theory and the dynamic world of practical, real-world biomedical research. Its primary objective is to equip scholars with the knowledge, insights, and materials needed to inspire the next generation of healthcare professionals. By presenting a comprehensive overview of the most recent and groundbreaking advancements in biomedical research, the book enables scholars to transcend the limitations of traditional academia and empower their students with up-to-date, practical knowledge.

Using Machine Learning to Detect Emotions and Predict Human Psychology

Author : Rai, Mritunjay
Publisher : IGI Global
ISBN 13 :
Total Pages : 332 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Using Machine Learning to Detect Emotions and Predict Human Psychology by : Rai, Mritunjay

Download or read book Using Machine Learning to Detect Emotions and Predict Human Psychology written by Rai, Mritunjay and published by IGI Global. This book was released on 2024-02-26 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the realm of analyzing human emotions through Artificial Intelligence (AI), a myriad of challenges persist. From the intricate nuances of emotional subtleties to the broader concerns of ethical considerations, privacy implications, and the ongoing battle against bias, AI faces a complex landscape when venturing into the understanding of human emotions. These challenges underscore the intricate balance required to navigate the human psyche with accuracy. The book, Using Machine Learning to Detect Emotions and Predict Human Psychology, serves as a guide for innovative solutions in the field of emotion detection through AI. It explores facial expression analysis, where AI decodes real-time emotions through subtle cues such as eyebrow movements and micro-expressions. In speech and voice analysis, the book unveils how AI processes vocal nuances to discern emotions, considering elements like tone, pitch, and language intricacies. Additionally, the power of text analysis is of great importance, revealing how AI extracts emotional tones from diverse textual communications. By weaving these systems together, the book offers a holistic solution to the challenges faced by AI in understanding the complex landscape of human emotions.

Utilizing AI Techniques for the Perimenopause to Menopause Transition

Author : Sille, Roohi
Publisher : IGI Global
ISBN 13 :
Total Pages : 376 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Utilizing AI Techniques for the Perimenopause to Menopause Transition by : Sille, Roohi

Download or read book Utilizing AI Techniques for the Perimenopause to Menopause Transition written by Sille, Roohi and published by IGI Global. This book was released on 2024-08-19 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the domain of women's health, the perimenopause to menopause transition stands out as a critical yet often misunderstood experience. Spanning several years before menopause, the perimenopause phase introduces a myriad of symptoms that impact a significant percentage of women globally. The distressing nature of these symptoms is underscored by the fact that while most subside within five years, a substantial minority endure them for up to 12 years. Comprehending and mitigating the impact of perimenopausal symptoms on women's health is an imperative challenge demanding a solution. Utilizing AI Techniques for the Perimenopause to Menopause Transition confronts the challenges faced by women during this pivotal period of change, employing cutting-edge deep learning approaches to identify, analyze, and address the associated symptoms. The book commences by elucidating the fundamental principles of perimenopause, providing readers with a robust foundation to comprehend the biological intricacies at play. Advanced machine learning techniques are then explored beyond conventional diagnostic methods, enabling a more nuanced identification and analysis of key menopausal symptoms. Statistical tools offer insights into global patterns of women's health. As methodologies are explored, the ethical landscape surrounding the collection of sensitive female health data is navigated. Addressing security and privacy concerns becomes paramount in the quest to harness AI for the betterment of women's health. Medical practitioners, healthcare providers, researchers, data scientists, and individuals experiencing perimenopause or menopause will find invaluable insights. Moreover, it holds significance for professionals in public health policies, educational institutions, and the pharmaceutical and health-tech industries.