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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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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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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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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DenseNet, plant disease, CNN, image processing

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This project aims to create a Heart Function Analyzer by utilizing ECG (Electrocardiogram) readings to assess and detect the presence of heart diseases or the risk of developing them. The system employs an ECG AD8232 sensor for precise ECG signal acquisition, interfaced with an Arduino or NodeMCU microcontroller. Real-time ECG data is then transmitted to a cloud database for remote access from a laptop or smartphone for visualization. This ECG data can then be analyzed, providing insights into the user's heart health. The project bridges the gap between portable, user-friendly monitoring and advanced cardiac analysis, offering a valuable tool for early disease detection and monitoring of heart conditions without worrying about the transportation of a patient.

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Electrocardiogram, Heart disease, IoT, Machine Learning

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In today's digital landscape, the surge in cyber-attacks poses a growing concern, particularly for the younger demographic. Safeguarding data has become imperative, leading to the widespread use of encryption--a practice rooted in history to prevent unauthorized access to handwritten communications. The secure transmission of messages from sender to receiver is a pressing challenge for global internet users due to the prevalence of attacks, threats, and, notably, data privacy breaches. Cryptographic techniques offer a robust solution to these challenges This report delves into the evaluation of various cryptographic methods aimed at fortifying internet communication. In the f ield of cryptography, the conversion of plaintext data into ciphertext, its transmission over the internet, and subsequent decryption to reveal the original information form the essence of securing data. The primary objective of this paper is to assess the efficacy of diverse cryptographic methods in this context To achieve optimal security for data, the paper advocates for the application of hybrid cryptography--a cryptographic paradigm that blends the strengths of both symmetric and asymmetric encryption. This synthesis aims to provide a secure and efficient method for data protection, addressing the inherent challenges associated with purely symmetric or asymmetric encryption techniques. The proposed hybrid cryptography algorithm leverages the Vigenere and Polybius Ciphers, contributing to the attainment of confidentiality, authentication, and comprehensive data protection.

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Encryption, Decryption, Cryptography, Cipher, Ciphertext, Plaintext, Polybius Cipher, Vigenere Cipher.

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This research paper based on feasibility study of why market research is crucial in the early stages of a new business in automobiles industry. Market research is paramount in the nascent phases of a new business within the automobile industry for several reasons. Primarily, it provides valuable insights into consumer preferences, market trends, and competitors, enabling informed decision making and strategic planning. Ultimately, investing in thorough market research empowers new automobile businesses to mitigate risks, capitalize on opportunities, and lay a solid foundation for sustainable growth. In this study we used Secondary data collected from various sources like journal, articles, various website and many more

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Market research, New business, Automobiles industry, Early stages

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The project titled "Elevating E-commerce with Angular: AttireAvenue" aims to design and develop a web application leveraging the capabilities of the Angular framework, a prominent front-end technology known for its robustness and efficiency

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E-commerce, applications

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India's exports of fisheries goods are now a major part of international trade and the national economy. With its extensive coastline and abundant marine life, India has a lot of promise in the fishing industry. An overview of the trends, obstacles, and opportunities in India's fisheries product export market is given in this abstract. India's export of fisheries products, such as seafood, marine products, and processed fish, has steadily increased in recent years. The nation's advantageous geographic location, along with developments in fishing technologies and aquaculture methods, has reinforced its standing as a significant participant in the worldwide seafood industry. The robust demand for fisheries products from established markets like the US, EU, Japan, and Southeast Asia propels India's exports of these goods. Furthermore, there are new opportunities for growth in growing markets in Latin America and Africa. Notwithstanding, the industry confronts obstacles like strict quality requirements, ecological worries, and variations in worldwide seafood costs.

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shrimp, fish fillets, frozen fish, and crustaceans.

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In today's digital age, the internet is flooded with an ever-expanding volume of video recordings shared across platforms. This surge poses a challenge for efficient navigation through lengthy videos to extract valuable information. The use of attention-grabbing tactics, enticing thumbnails, and advertisements further complicates this. Popular platforms like YouTube intensify this issue, potentially flooding users with misleading or misrepresented content. This not only consumes time but also depletes valuable resources. To address this, we propose a dedicated summarizer website, focused on enhancing user interaction and easing the task of sifting through extensive video content. This project will feature a user-friendly 'summarize' button, allowing prompt access to a concise version of the currently viewed YouTube video or any uploaded video on their web browser. This functionality streamlines content consumption, empowering users to make well-informed decisions efficiently. Moreover, the summarizer website will provide curated answers to users' questions, accompanied by relevant timestamps, enhancing the overall user experience.

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Internet, Video summarization, information extraction, YouTube, Content consumption, summarizer, user interaction

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The poem entitled Coromandel Fishers is about the fishermen of Coromandel Coast, the east coast of India from Cape Comorin to Nellore. The word Coromandale is a slight corrupt form of Choramandala, or the realm of Chora, which is the Tamil form of the title of Chola dynasty. Because of being endowed with the gift of poetic utterance , the fisherman may well sing a song of this kind not only on the Coromandel coast , but wherever they go down to the sea in boats to wrestle , for their living , with the wind of wave.

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wakening skies, leaping wealth, sea gull's, verge, shade of the cocoanut glade.

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Content marketing evolves to be powerful marketing tactic in the digital, fast moving, information driven world. It is not a new strategy but more efficient in market. Content marketing has become the standard in today's market. Information that provides through content marketing is helpful, interesting, important for market and problem solving in market trend. Content marketing has created benefits for a researcher. Content marketing practise used to get a competitive edge on the market competition. And traditional marketing decreases in effectiveness content marketing effectiveness is increase. Content marketing is creating customer value for a marketer. Company who does not use content marketing they not follow industry. Research will be based on primary as well as secondary data. Respondents will be from different area of state and country. The research methodology will be of descriptive nature and with all the software data analysis by Excel and SPSS in the questionnaire and tabular for. The conclusion will be the online customer are engaging through a content marketing and there are following social media for that content.

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Content marketing

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 Abstract

Railway track faults pose a significant risk to train operations, leading to accidents and potential loss of life and resources. Manual inspection methods are time-consuming and prone to errors. To address this issue, a novel approach using a camera mounted on trains for real-time track fault detection is proposed. This system employs image processing techniques to analyze the camera data and identify any faults present on the tracks. The proposed approach leverages an innovative system where a webcam is strategically mounted on a toy train moving along a miniature track. As the toy train progresses, the webcam captures real-time images of the track's surface. The system integrates image processing techniques with Arduino-based hardware. Upon detection of a crack, a robust alarm system is triggered, alerting users to the potential hazard. Simultaneously, the toy train undergoes an automatic halt, ensuring immediate attention to the identified crack. The proposed system offers a cost-effective and efficient solution for early crack identification, mitigating potential risks and contributing to the advancement of railway track monitoring technologies. Additionally, temperature data logging is implemented to monitor the environmental conditions along the railway track. With this technology, train operators can proactively address track faults and take necessary actions to ensure the smooth functioning of the railway system.

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Arduino, Machine Learning, MATLAB, Webcam

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In an era where the need for enhanced security is paramount, the "Secure Bioguard-Next Generation Security System" represents a significant evolution in access control and authentication methods. As the world becomes increasingly interconnected, safeguarding sensitive information, physical spaces, and digital assets has never been more critical. Biometric authentication systems have emerged as a ground breaking solution to address these security challenges. Among these, the integration of multiple fingerprint recognition technologies stands out as a cutting-edge approach to enhancing access control and authentication. This abstract delves into the world of multi-fingerprint security systems, exploring their development, advantages, applications, and the implications they hold for the future of secure access control. The concept of "Secure Bioguard-Next Generation Security System" multi-fingerprint security systems represents a significant leap forward in addressing modern security challenges. By combining the strengths of multiple fingerprint recognition techniques, such as capacitive, optical, and ultrasonic, these systems offer a more robust and versatile approach to authentication.

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Alternative security in Biometric, Fingerprint Recognition, Multifactor Authentication, Sequence of fingerprints

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