Volume 12 | Issue 4 |

 Abstract

Developing an effective text classification model in low-resource languages is challenging due to limited labeled data availability, which often incurs high costs for acquiring substantial labeled datasets. To address this challenge, a solution oriented approach, Language-independent Data Augmentation (LiDA), leverages a multilingual language model to enhance semantic analysis and classification. LiDA operates at the sentence embedding level, allowing it to be agnostic to specific languages. Through evaluation across three languages using various dataset fractions,an observed enhanced performance was seen in both LSTM and BERT models. An ablation study was conducted to assess the impact of LiDA's components on overall performance, highlighting its effectiveness in improving text classification accuracy and semantic analysis.

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 Keywords

Text classification,Data augmentation, Multilingual language model, LSTM and BERT

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Women have a unique existence in the universe created by the God. In today's fast and competitive world there is a change in the life style of women which leads to their physical and mental stress, due to excessive consumption of fatty food containing too much butter, cheese, excessive sexual activity, frequent abortions, and faulty lifestyle during menstrual periods, inappropriate vaginal hygiene can cause gynecological problems. Objectives- To study the literary view of different flowers used in Stree Roga from various Ayurvedic texts and to explore their chemical constituents alongwith mode of action in Stree Roga.Material and Methods- Samhita, Nigantu, Recent text books of Ayurveda, online database.Result -Women health necessary not only for the healthy and happy status for her family, rather to the society or to the nation. Women's health is prime concern of medical fraternity so Ayurveda offers various treatment modality and formulation for its management. Conclusion - Chemical constituents of different flowers have action on female reproductive system as anti-inflammatory, antioxidant, antibacterial, anticancerous, immunomodulator etc.Present research paper emphasizes on properties and uses of different flowers mentioned in Ayurvedic text in female reproductive system.

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Stree roga, menstrual, Flowers, Ayurveda, Chikitsa

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The aim of the present paper is to see the effects of death anxiety on life satisfaction and coping strategies. It is to see how death anxiety can fluctuate a person's life satisfaction and what types of coping mechanism the person would adopt that is problem focused, emotion focused or avoidant. Death anxiety can impact a person's life satisfaction and increase stress levels of a person which can cause various physiological, psychological, emotional problems and disturb a person's day to day routine. The study consisted of 181 participants (104 females and 76 males) between the age of 18-25 years through convenience sampling method; The data was collected through an online platform where participants were provided with the scales and instructions. The scales used for the administration of this paper was death anxiety scale by dr. Vijay Laxmi Chouhan, life Satisfaction scale by prof Hardeo Ojha and brief- coping to problems experienced inventory by Carver, C. S. The data was analyzed by using Pearson correlation method and by using Microsoft excel sheet coding. The result came out to be -0.1397 for death anxiety and life satisfaction which indicates a negative weak correlation meaning that if a person's death anxiety increased their life satisfaction would decrease and vice versa.

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death anxiety, life satisfaction, coping strategies, young adults, Pearson correlation.

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India is a developing country, with the attainment of independence in the democratic governance system, equal political rights have been provided to women in India, with the advent of globalization, women's participation in the political field has increased. Women's participation in the political arena would enable them to gain an efficient understanding of the problems and challenges that they face.Who will work to take the country towards progress. But even after 75 years of independence, the political representation of women is very less as compared to men. After independence, many efforts were made to improve the condition of women in India and many schemes were also made, but the desired impact of the welfare schemes was not uniform on Indian women.And the benefits of all these did not reach the women. As a result there was no significant improvement in the general condition of women. Apart from this, women have also become victims of violence and atrocities.

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Kruti dev 010

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This study addresses the dynamic intersection of student motivation and engagement in the context of project-based learning methods. With an increasing emphasis on promoting 21st century skills, this research examines how project-based approaches can act as catalysts that foster intrinsic motivation and sustained student engagement. The research examines different educational environments, considering the effects of project-based learning on students of different ages and academic backgrounds. The paper systematically reviews the existing literature on student motivation, engagement and project-based learning, providing a comprehensive understanding of the theoretical foundations. Methodologically, the research uses a mixed method approach, combining quantitative research and qualitative case studies to gain insight into the nuances of student experiences in project-based learning environments. The results not only show a positive relationship between project-based learning and increased motivation, but also shed light on nuances affecting student engagement. The research examines the role of teacher facilitation, peer collaboration and technology integration in shaping the motivational landscape within a project-based framework. As education evolves, this study provides valuable information for educators, policy makers, and researchers seeking evidence-based strategies to increase student motivation and engagement. The results provide practical recommendations for the implementation of project-based learning initiatives that promote students and #039; curiosity, creativity and an innate desire to excel academically.

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 Keywords

Project-based learning Project-centric learning Student motivation Student engagement Self-determination theory Intrinsic motivation Extrinsic motivation Autonomy support Competence Relatedness Teacher facilitation Collaborative learning Cross-disciplinary projects Technology integration in education Assessment strategies Educational psychology Learning environment Socioeconomic factors Longitudinal study Mixed-methods research

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The administration of long-term capital and the management of short-term finances, sometimes known as working capital, are the two main areas of responsibility that comprise financial management. The money that is available and used for an organization's daily operations is referred to as working capital. In general, it refers to the part of a company's assets that are utilized or connected to its ongoing commercial activities. A company's ability to operate successfully and increase the rate of return on capital invested in short-term assets depends on the effective management of working capital. Working capital management is made up of cash management, inventory management, payables management, and receivables management. Our goals can be to analyze the working capital management procedures that are currently used in a specific industry or to determine how various working capital management techniques affect the financial performance of a business. 1) To research the elements of L&T Ltd.'s working capital management. 2) To research how L&T Ltd.'s profitability is affected by working capital management. The top 5 construction industries were selected using the random sample approach and the secondary method.

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Working capital, Ratios, Analysis, Data.

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The integration of gesture recognition and computer vision techniques to enhance human-computer interaction (HCI). Utilizing advanced libraries and algorithms, including MediaPipe and OpenCV, various applications such as virtual mouse control using hand and eye, gesture-based calculators and keyboard, and emotion-driven music selection systems are explored. Real-time webcam feeds enable the detection and tracking of facial landmarks, hand gestures, and body movements, mapping these gestures to predefined actions for seamless interaction with digital interfaces. Also offering authentication methods such as QR code scanning, face recognition, and voice authentication, granting access to a wide range of features. Voice recognition and real-time feedback guide users in controlling features, browser and presentation controls by voice, system applications call, ensuring a smooth experience. Features include controlling the mouse cursor and simulating keyboard input via hand gestures, virtual painting, PowerPoint navigation, personalized music playlists, various online and offline games controllers using hand gestures, face movements, poses and AI-driven fitness trainers. By seamlessly integrating advanced technologies and intuitive interfaces, this sets a new standard for HCI, facilitating natural and efficient computing experiences.

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Human-computer interaction (HCI), Gesture recognition, Computer vision techniques, Emotion recognition, Digital interfaces, Artificial Intelligence, Face recognition

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This paper deals with designing patch antenna which is square in shape and is excited using coaxial feed. The dimensions of proposed structure dimension 30x30x1.6mm3 with resonant frequency of 6GHz. The S11 which is obtained from simulation is verified using Artificial Neural Networks (ANN) and Support Vector Machines (SVM). These algorithms predict that a bandwidth ranging from 5.86GHz to 6.1 GHz is achieved which closely relates to the simulated results. It is also concluded that the ANN algorithm results in better results in comparison to SVM. The proposed structure presents peak gain of 4dBi and is applicable for wireless communication.

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Machine Learning, bandwidth, Gain, algorithms.

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Creative Commons Attribution 4.0 and The Open Definition

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Mystery, Detective fiction, crime, Adventure, corruption,

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This study introduces "FloralGuardian," a novel Flask web application powered by Dense Convolutional Network (DenseNet) designed for the intelligent recognition of plant diseases. The goal was to develop a user-friendly, accurate, and efficient tool to assist farmers and gardening enthusiasts in identifying plant diseases through image analysis. Leveraging the advanced image classification capabilities of DenseNet, "FloralGuardian" processes user-uploaded plant images to diagnose diseases, facilitating early detection and informed plant care decisions. The application was evaluated using a diverse dataset of plant images, demonstrating superior performance in disease identification compared to traditional methods. This project underscores the potential of integrating deep learning technologies with web applications to democratize access to advanced diagnostic tools, offering significant implications for agricultural practices and plant health management.

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 Keywords

DenseNet, plant disease, CNN, image processing

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