Volume 11 | Issue 12 |

 Abstract

Abstract: In the field of education, the development and generation of question papers play a crucial role in assessing students' knowledge and understanding of various subjects. Traditional methods of question paper generation are often time-consuming and may not fully optimize the assessment process. This paper introduces an innovative approach to question paper generation, leveraging the power of Artificial Intelligence (AI) and Natural Language Processing (NLP) techniques. Our research focuses on the utilization of AI algorithms and NLP models to automate and enhance the question paper generation process. We propose a system that can intelligently extract key concepts and learning objectives from educational materials, textbooks, and curriculum guidelines. These extracted insights are then used to create a diverse set of questions, spanning different levels of difficulty and cognitive skills, ensuring a comprehensive assessment of students' knowledge. The AI-enhanced question paper generation system is designed to adapt to different educational levels and subjects, making it a versatile tool for educators and institutions. The system also offers the flexibility to customize question papers based on specific preferences and requirements.

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 Keywords

Artificial Intelligence, Natural Language Processing, Natural language tool kit, Blooms Taxonomy Algorithm, Supervised Learning, Random Algorithm.

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Creative Commons Attribution 4.0 and The Open Definition

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August Wilson's Piano Lesson (1987) is a play about the social life of a broken Afro-American. A family in Pittsburg - a city in Pennsylvania - that immigrated from the South. Grandparents of the family, who were slaves on a southern plantation, broke up and traded for a piano. This shocking event causes generational trauma and other traumatic events for the family when they bring the piano. This study investigates the play through the lens of literary trauma theory. This study can show that trauma or historical trauma and posttraumatic stress disorder (PTSD) for the African Americans.

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Afro- Americans, Trauma Theory, Post colonialism and Racism.

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Marma is vital point in the body. Complete number of marmas is 107. Sushrutacharya have made sense of idea of marma in Sushrut Samhita Sharirsthan sixth adhyaya. Aacharya Sushrut has referenced a scope of marma. The course of action depends on four sorts by Sushrutacharya. It is given as marmaprakar (sorts of marma) according to Shadanga, Rachana, Parinam and Pariman. Rachanatmak (Underlying) arrangement of marma depends on five essentials as Mansa, Sira, Snayu, Asthi and Sandhi. As per the essential importance of marma according to Sushrutacharya, the marma is the site where mansa, sira, snayu, asthi and sandhi are altogether present. Indrabasti marma is available in the urdhwashakha (Furthest point) as well as in adhoshakha (Lower limit). In lower limit, it is available at the point, center of the line, joining the back surface of Calcaneus with the focal point of the poppliteal fossa. In this way, it is imperative to see the fundamental designs according to the meaning of marma given by Sushrut acharya with the assistance of cadaveric analyzation technique. So, this can in mark of truth distinguishes the cutting-edge association of these five essential designs. Ayurveda is been polished in India for no less than 5000 years, yet in present time it turning out to be more well known in entire world because of its comprehensive methodology. Its worthiness has opened another skyline which thus has made it impulse to investigate the Ayurvedic hypotheses based on the simultaneous information in logical wording to additional upgrade its utility and agreeableness. In the old time the information on Marma Vigyana was utilized in different fields like military craftsmanship, medical procedure, for guess of illnesses and furthermore for the therapy. In any case, in present situation this information isn't rehearsed broadly and it is saved exclusively in little ethnic gathering. Thus, it is important to investigate this information based on present day clinical science to contribute most elevated in this field.

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Sharirsthan, Vigyana, hypotheses, adhoshakha, Parinam.

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In Ayurveda, the term Marma is a delegate of weak regions in the body. Injury to these designs either by injury or by sickness condition might cause a changed situation going from Ruja to even passing. The information on Marma traces all the way back to Vedic period. The references of 107 Marma, its order, area, aspect, effect of injury and so forth are accessible in the writing of Ayurveda. They are grouped based on structure, locale, forecast, aspect and number. Vitapa is Adhoshakagata Vaikalyakara Marma of 1 Anguli Pramana. Sushruta assessment Vitapa as Snayu Marma while Vagbhata notice it as Sira Marma. Its area, Pramana, primary part and Viddha Lakshana are referenced in gross. The physical designs connected with VitapaMarma are not referenced regarding its Pramana and Viddha Lakshana. There is a need to comprehend physical part of VitapaMarma based on clear data accessible from old style texts. To satisfy the previously mentioned needs the calculated examination in regards to Vitapa Marma is required. Generally, depiction has been found in Sushruta Samhita in regards to counteraction perspective while carrying out Procedure or making a cut. Vitapa Marma is portrayed as a Snayu Marma by Acharya Sushruta and Sira Marma by Vagbhata. What's more, both have thought about it under Vaikalyakara Marma. According to Ayurveda works of art, Vitapa Marma is arranged among Vankshan and Vrushana and its Viddha Lakshan is impotency. Structure present as of now is the inguinal trench. Numerous significant designs go through the inguinal trench. Principal clinical significance of Inguinal Channel connects with inguinal Hernia. Injury at this Specific point during a medical procedure or any injury by implication influences the conceptive framework and may cause sterility which is like Viddha Lakshana of Vitapa Marma.

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Marma, Snayu, Vagbhata, Viddha, Injury.

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Nature has been so kind to man since man has recognized his existence on this blue planet. To use Wordsworth's words we can say that nature has been a spirit, a guardian, and the anchor of man's purest thoughts. Ever since its appearance on the earth's surface, he has been dependent on nature for his subsistence He needed edible plants and animals. In the initial stages of the history of economic development man identified these natural gifts available around him and he acquired knowledge to use them Everything that comes from nature has some utility for man but its utilization is possible on the availability of appropriate technology. Although natural products existed over the earth's surface even during pre-historic times, man had neither the tools nor the technology to use them, man: Land sunshine, wind, forests, and sites were present in such before the appearance of man on the earth With time he learned to cute the land, grow crops by protecting different plants, and run the wild and water mills by using the wind and water energy 50, we can say that the enormous variety of natural resources on this earth provide everything for the survival of man. Even though, the pre-historic man led a life of hunter and gatherer procuring each and everything for his survival from the forests. Not only this, as Fitzgerald observes:

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Climate Change in Present Scenario

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The imperative shift towards sustainability in the construction and operation of academic libraries is crucial for several reasons. First and foremost, academic libraries are central to the dissemination of knowledge, and by adopting sustainable practices, they contribute significantly to fostering environmental consciousness among students, faculty, and the broader community. The importance of this study lies in recognizing academic libraries as influential players in promoting a sustainable and eco-friendly ethos within educational institutions. Additionally, the study addresses the pressing need to tailor sustainability strategies to the unique challenges and opportunities faced by university libraries in Assam, thus emphasizing the regional relevance and impact of the research. This study stands out for its originality in addressing the intersection of sustainability, academic libraries, and the specific regional context of Assam. While existing research has explored sustainability in libraries globally, the originality of this study lies in its focus on a region characterized by distinct challenges and opportunities. The research delves into the unique socio-economic and infrastructural factors that influence the adoption of sustainable practices in academic libraries in Assam. By doing so, it fills a critical gap in the literature by providing region-specific insights and recommendations that are both innovative and relevant to the local academic landscape. The anticipated outcome of this study is the development of a comprehensive and actionable "Green Blueprint" tailored to the specific needs and constraints of university libraries in Assam. The study aims to provide practical strategies and recommendations that can be implemented to enhance sustainability in library construction and operations. By identifying successful case studies and best practices, the research aims to inspire positive changes within the academic library sector in the region. The ultimate goal is to empower library administrators, policymakers, and other stakeholders with the knowledge and tools needed to create and maintain eco-friendly academic libraries that contribute to both local and global sustainability goals.

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Green library, Sustainable Design, Renewable Energy, Eco-Friendly Practices, Assam, Academic Library.

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The paper begins by providing a comprehensive analysis of AR-based healthcare applications, including wearable access, telemedicine, remote surgery, and diagnosis of medical reports. These applications aim to improve patient care, increase efficiency, and reduce costs. The study also addresses current challenges, such as user satisfaction, convenient prototypes, service availability, and maintenance costs.

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Augmented Reality, Telemedicine ,Convenient Prototypes, Wearable Access

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Creative Commons Attribution 4.0 and The Open Definition

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In response to the inherent volatility and complexity of financial markets, predicting stock prices using machine learning (ML) has garnered growing interest. While traditional methods primarily rely on historical data and economic indicators, ML algorithms offer the distinct advantage of analyzing immense datasets, identifying hidden patterns, and generating more informed predictions. This research delves into the efficacy of various ML techniques in forecasting stock price fluctuations. We juxtapose the performance of diverse models, encompassing Support Vector Machines (SVM), Long Short-Term Memory (LSTM) networks, and ensemble methods, utilizing real-world stock data. Our analysis scrutinizes the influence of various features and model parameters on prediction accuracy, shedding light on the strengths and limitations of each approach. Additionally, we delve into the challenges associated with stock prediction using ML, encompassing data preprocessing, feature engineering, and overfitting. The findings aim to enrich the ongoing research in this domain and provide valuable insights for investors and financial analysts seeking to leverage the power of ML for informed decision-making within the stock market.

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: financial markets, support vector machine (SVM), LSTM

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This technical paper explores the intricate realm of navigating the cyber threat landscape through a comprehensive examination of key elements: the Intelligence Lifecycle, Advanced Analysis Techniques, and Collaborative Defense Strategies. In an era where digital threats evolve relentlessly, understanding the Intelligence Lifecycle becomes imperative. Delving into the stages of collection, analysis, and dissemination, this study elucidates the dynamic process of gathering actionable insights. This technical paper, "Navigating the Cyber Threat Landscape," delves into the intricacies of fortifying digital ecosystems by examining the Intelligence Lifecycle, Advanced Analysis Techniques, and Collaborative Defense Strategies. In a world where the sophistication of cyber threats continues to rise, we need a cyber threat intelligence team. The paper navigates through the stages of the Intelligence Lifecycle, shedding light on the collection, analysis, and dissemination of crucial threat intelligence. This technical paper serves as a valuable resource, offering insights and strategies to fortify digital landscapes in the face of an ever-changing cyber threat landscape.

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Cyber Threat Landscape, Cyber Threat Intelligence, Cyber Threat Mitigation, Intelligence Lifecycle, Digital Threats, Cybersecurity, Threat Intelligence, Actionable Insights, Cyber Adversaries, Cybersecurity Resilience, Security Strategies, Information Security, Information Sharing, Threat Analysis

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The corporate world of today is dynamic and changing quickly. Certain characteristics of job satisfaction are constant and universal. Career happiness has been characterized in numerous behaviour. Some claim that it only refers to one's level of job satisfaction, or, more specifically, whether one enjoys the job itself or particular aspects of occupations, such as the nature of the labour or the level of supervision. Employee satisfaction is a crucial component of organisational success that boosts employee productivity. Utilising a structured questionnaire, random sampling was performed and 106 responses were collected. And results were interpreted.

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employee, welfare, work life balance, objective, compensation.

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Creative Commons Attribution 4.0 and The Open Definition