Volume 12 | Issue 5 |

 Abstract

The term anomaly detection refers to methods and procedures that help in seeking the differences in the sample data that deviate from generally expected patterns. Depending on the availability of data labels, the types of abnormalities, and the applications, many anomaly detection models are developed. This study aims to give a well-organized and thorough review of anomaly detection research. We think it will aid in a superior thoughtful of the various areas in which study has been conducted on this issue, as well as how approaches created in one field can be utilized in domains where they were not originally intended. We've divided the anomaly detection research methodologies into distinct categories. We describe the fundamental anomaly detection approach, as well as its modifications and important assumptions, for distinguishing between normal and abnormal behavior in each category. In addition, we highlight the merits and limits of each category, as well as examine the computational complexity of the approaches in real-world application areas. Deep learning can be enhanced by integrating insights from the Indian Knowledge System, which includes ancient texts like the Vedas, Upanishads, and various philosophical and scientific treatises. By incorporating concepts such as holistic thinking, consciousness, and the interconnectedness of all things, deep learning algorithms may gain a more nuanced understanding of complex systems and patterns. Additionally, principles from disciplines like Ayurveda, yoga, and Jyotish (Vedic astrology) could inspire novel approaches to optimization, adaptation, and self-learning within deep learning frameworks. Integrating these insights could lead to more culturally inclusive and globally relevant AI systems.Finally, we discuss research gaps and limitations encountered when using deep anomaly detection algorithms to solve real-world problems

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Anomaly detection, Unsupervised Anomaly Detection, Semi-supervised Anomaly Detection, Supervised Anomaly Detection, deep learning, Ayurveda, Yoga, Indian Knowledge System.

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This study describes about the revolutionary changes which has been seen in the game kabaddi. Kabaddi It is one of the most well-liked sports in India, where both small towns and villages participate. Kabaddi's origins can be traced back to prehistoric times when humans learned how to defend themselves against animals in groups or attack weaker animals on their own or in groups in order to survive and obtain food. The game Circle Kabaddi dates back 4,000 years. It was intended to be used as a group attack on an individual and vice versa. Real indicators of the popular Kabaddi were the sludgy floor, dusty, polluted playfields, bleeding toes and knees, dehydrating temperature, and layered skin tan. Despite being a popular game in South Asia, it has become incredibly popular worldwide. Over the past 50 years, there has been a slow but noticeable shift in the game's trends. What was formerly thought to be a brawl is no longer the case. Mats, shoes, new strategies, and rule modifications have all increased the sport's appeal and given skilled players the advantage over heavier opponents who possess superior skills and techniques. Seeing professional Kabaddi on TV was startling and unexpected. What amazing progress. An indoor feast has replaced an outdoor celebration. It has transformed stony mud courts into secure, cushioned beds. 90% of open injuries have been avoided thanks to Mother India, the birthplace of Kabaddi, extending its case. We will hope soon it will popular worldwide as an Indian originated game.

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Component, formatting, style, styling, insert

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The main objective of this article was to clarify the injuries that occur while playing various sports. Some important sports like Volleyball, Kabaddi, Kho-Kho and Handball have been discussed in this article. Many researches provide evidence that injuries occur depending on the nature of the sport, some of which are very serious injuries and some are injuries caused by overuse. Bone fractures, stress fractures, shin splints/pain, joint dislocation, osteoarthritis, ligament sprain/tear, swelling, muscle strain, cramps and skin abrasions are many of the injuries encountered in sports. It is suggested that the chances of injuries can be reduced by providing proper training to the players and providing detailed information about the injuries that can occur in sports. These injuries can be prevented by preparing players according to the nature of the game and developing their physical abilities.

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Injury , play , sports

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??? ?? ????????? ???. ??? ??????? ???? ????? ???????? ????, ??????? ?? ??? ????????????? "????? ????????" ????? ??????? ??? ????? ?? ????? ?????????? ?????. ?? ?? ??????? ???? "????????" ??? ????. ???, ??????, ???????? ? ??? ????? ??????????? ???????? ????? ????????? ?? ???????? ???. ?? ????? ??????????, ?????, ???? ????? ???????????? ?? ?????? ????. ?? ?? ????????? "?? ??? ???" ???? ?????????? ????? ???, ??????: ????????? / ??? ??????? ??????? ?????? ??? ????: ???? ?????????? ?????? ???????? ?????????? ???? ????. ????? ?????? ???? ?????? ???????? ??? ??? ????? ????????? ????????? ???? ????????????, ???????? ????? ???????????, ????? ????? ???. ???????? ?????? ?????????? ??????????????? ??? ?????? ???? ???? ???. ??????????? ??????, ???????? ??? ???? ??????, ?????????????? ????? ?????????, ?????? ?????? ??? ???????????? ???????????????? ?????? ???????????? ??? ?????? "?????" ?????? ?????????? ???? ???. ?? ????????? ???? ????? ??? ??? ????????? ????, ???? ??? ???????????? ???????? ???????? ?????. ?? ?? ???????? ?? ???? ???????? ???????? ??? ?????? ????? ??????????? ??? ????????????????? ?????? ?????? ??????? ???? ???. ?????? ?????????? ?????? ???????????????, ??????? ??? ?????????? ??????? ????? "???" ?????? ??? ?????? ??????? ???? ???. ?? ?? ??????? ??? ???? "????" ??? ???? ??? ?? ???????? ????? ????????? ????? ????. ?? ?? ?????? ?????????? ????? ??????? ???????? ????? ????. ?? ???????????? ????? ?????????? ??????? ?????? ???? ???????? ?? ????? ???. . ??????????? ????? ???? ??????? ??? ?????????? ?? ?? ???????? ??? ?????? ??????? ?????????? ?????? ?? ????? ?????. ????? ???? ???????? ??????? ????????? ?????? ??? ???? ???????? ???????? ???? ????? ??? ?????? ????. ?? ?? ?????????? ????? ???????? ???? ??? ?????. ??????? ?????????? ?????? ??? ?? ?????????? ??????? ??? . ????? ????????? ???? ??????? ???? ??? ???? ????? ?????????? ???? ????? ????? ????.

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?????? ??? ?????, ???????????????? ?????? ?????? ????? ??

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A high level of emotional intelligence (EI) is associated with many positive outcomes, including contentment in life, healthy relationships, academic achievement, and professional success in fields where heavy emotional reasoning is required. Three crucial psychological elements of emotional intelligence (EI) encourage students to be truthful in their recognition, interpretation, and handling of the dynamics of their behavioral pattern: emotional sensitivity, emotional maturity, and emotional competency. This concise analysis will examine the importance of emotional intelligence (EI) for students and explore the feasibility of including yoga as an intervention to enhance EI. According to our research findings, the integration of yogic concepts and practices has the potential to provide significant transformations in various aspects of human development, including self-awareness, self-regulation, empathy, and interpersonal abilities. Yogic practices, such as meditation, breathing exercises, and Physical postures, have long been recognized for their significant role in promoting and sustaining a healthy and balanced existence throughout history. A search conducted in Google Scholar, Scopus, Web of Science, and Psyche Articles.

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Yoga practice, emotional intelligence, adolescents

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This research explores the harmonization of healthcare by integrating IoT technologies with traditional Indian knowledge systems, such as Ayurveda and Yoga. By incorporating smart devices to monitor vital signs and adopting a holistic approach, the aim is to enhance patient outcomes and provide personalized, culturally sensitive healthcare solutions. The fusion of modern technology with ancient wisdom strives to create a comprehensive healthcare system that promotes overall well-being. This research also focuses on an IoT-driven system delivering personalized health recommendations.. The user-centric interface prioritizes user experience, fostering acceptance. Ethical considerations ensure responsible data use. This study advances personalized healthcare interventions through practical implementation, highlighting benefits, challenges, and future directions in the evolving landscape of IoT-driven healthcare.

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IoT (Internet of Things),Healthcare Integration,Ayurveda,Yoga,Traditional Indian Knowledge Systems

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Baudha Darshan aur Patanjal Yogadarshan me Varnit Yog

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Baudha Darshan aur Patanjal Yogadarshan me Varnit Yog

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The nutritional choices of individuals are influenced by a myriad of factors, and understanding the mechanisms behind generational manipulation in nutrition is crucial for promoting healthier lifestyles. This research paper aims to critically examine the conventional wisdom surrounding the nutritional history of India. India, with its rich cultural diversity and historical complexity, has witnessed a dynamic interplay of various factors influencing dietary practices and nutritional patterns. This paper seeks to challenge and reassess existing narratives, bringing forth a nuanced understanding of the nutritional journey that the Indian subcontinent has traversed over the centuries. The objective was to examine the role of societal norms and cultural influences in shaping generational nutritional choices. The findings aim to inform future policies and interventions, promoting holistic approaches to nutrition that consider the diverse and dynamic nature of dietary practices in India.

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Conventional Wisdom, Nutrition, Analysis, Indian History

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Work-life balance is a term that describes balancing personal and professional life. This study has been undertaken to investigate the how the healthy atomoshere can be created for women to balance their their personal and professional life while they are working in a higher education sector. There is a significant relation between work culture of the institution and work life balance of a women employees. The factors that contribute to balancing the work life balance of women employees in higher education sector are also investigated here.

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Work culture, Work-life balance

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Thoughts of ' Bhagvad Gita' can be applied in present education system. Bhagvad Gita thoughts having different aspect as intellectual values, moral values, cultural values, social values. These all the values to be followed by teachers, students. These values also followed by persons who design the curriculum for overall personality development of students. Bhagvad Gita's three section are discussed here for development of students. First section is Samkhya-yoga. It focuses on the importance of self-discipline and detachment from material things. Second section is the Bhakti-yoga which emphasizes the importance of devotion to a higher power. Third section is called the Karma-yoga which focuses on the importance of selfless action. While the teachings of the Gita are vast and applicable to many different situations, there are a few key lessons that business leaders can learn from it. These lessons are discussed here.

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Samkhya-yoga, Bhakti yoga,, Karma-yoga

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