Volume 13 | Issue 7 |

 Abstract

The Biggest Challenge for the student's now a days is to choose the correct career path. The demand for equitable and effective career counselling in Indian secondary education has never been more urgent, especially in rural and under-resourced regions where professional guidance is either inaccessible or non-existent. Existing digital platforms fail to address the linguistic, socio-economic, and cognitive diversity of students aged 13 to 17, resulting in uninformed academic choices, increased dropout rates, and long-term career misalignments. Simultaneously, the advent of Artificial Intelligence (AI) and the directives of the National Education Policy (NEP) 2020 provide an unprecedented opportunity to reimagine the delivery of career guidance at scale. It combines aptitude modelling, interpretability mechanisms via Explainable AI (XAI), and localized Natural Language Processing (NLP) to deliver personalized, context-aware guidance. The system is designed to function in both online and offline environments, ensuring adaptability in infrastructure-deficient regions.

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 Keywords

AI, Career-Mapping, NLP, NEP 2020.

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Korean Novelist Han Kang has redefined the literary space with her visceral portrayal of trauma, silence, identity, and patriarchy in her award-winning novel The Vegetarian. This paper examines how Kang's heroine Yeong-hye reacts to emotional trauma by withdrawing from society and choosing to become 'vegetal' as a radical form of resistance to patriarchal oppression and control. The narrative follows the inevitable disintegration of Yeong-hye's personality as she continues to internalise her trauma until one day something in her changes irrevocably and she begins to use her body as an instrument of silent but irrepressible rebellion. This paper argues that her withdrawal from meat and later on even speech can be linked to trauma theory, isolation, as well as a lack of empathy from those closest to her. Yeong-hye thus emerges as a victim of societal violence and patriarchal hegemony.

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Trauma, Oppression, Vegetal, Silence

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This paper examines the formation of Black female identity in Maya Angelou's autobiographical series through the lens of intersectionality. Drawing on Black feminist theory, the paper examines how Angelou's life writing addresses interlocking systems of oppression--race, gender, class, and sexuality--while showcasing the transformative power of voice, resistance, and self-definition. Analyzing key moments across her seven autobiographies, this study demonstrates how Angelou's work becomes both a personal narrative and a socio-political act of liberation. Using textual evidence and critical commentary, the paper concludes that Angelou redefines autobiography as a space where Black women can write themselves into history with dignity, complexity, and power.

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Maya Angelou, intersectionality, Black feminism, autobiography, race, gender, identity, trauma, voice, resistance

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Sustainable practices, such as imparting skills in sustainable agriculture, renewable energy, waste reduction, and eco-friendly construction techniques, as well as knowledge about environmental degradation, climate change, social inequalities, and economic instability, are essential for future generations. New initiatives in sustainable development focus on achieving a balance between economic growth, social equality, and environmental protection. The institutions are actively working on sustainable practices to address global challenges and foster a more sustainable future. Institutions are equipping students with the knowledge, skills, and values they need to become responsible and engaged citizens who can contribute to a more sustainable and equitable world. In this paper, the higher education contribution to sustainable practices and the challenges associated with its implementation process are discussed.

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Keywords: Sustainable Development, Higher Education, Sustainable Challenges.

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The Restoration era, witnessed an ephemeral burst of colonial expansion, notably England which expedited networking and established trading posts in Africa and America. This period has observed the ascendance of The Atlantic Slave Trade, a system ratified by exhortations to Enlightenment, Christianity, economic exigency. European sovereign states habitually depicted themselves as moral elites and cultural overlords, explicating the colonial project as a magnanimous undertaking to elevate colonial existence. Nonetheless, literature of the restored court is occasionally fraught with complexities. Aphra Behn's Oroonoko (1688) is a tapestry of contradictions of hegemonic ideology. Aphra Behn was a writer and a Royalist spy who was politically involved but in Oroonoko she expresses her condemnation of ruthless subjugation and hypocrisy. The narrative concerns the life of Oroonoko, an African prince who is branded with the iron of colonial oppression in Surinam. Behn idealizes Oroonoko's character and uses the narrative to deconstruct the veneer of European imperial righteousness. Aphra Behn's Oroonoko (1688) is a revolutionary work of anti-slavery literature. Occurring in the milieu of the Age of Imperialism, the novel chronicles the tragic story of a man of noble lineage subjected to enslavement. While Behn's characterization of Oroonoko elicits compassion and reverence, the text also serves as a vehicle for social commentary. The writer unveils the insidious hypocrisy of European colonists who claimed to expand in the name of a civilized society. This research paper situates Oroonoko within its sociohistorical and intertextual landscape to examine Behn's deconstruction of European double standards through narrative irony, character contrast and structural reversal. This action, therefore, augments scholarly engagement with pre-modern critiques of imperial expansion and role of literature in deconstructing and reconstructing imperial narratives.

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Aphra Behn, Oroonoko, European colonialism, colonial hypocrisy, Restoration literature, anti-colonial critique

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In now a days's international, digital marketing is exceedingly critical. not like conventional advertising and marketing, it enables cognizance on wireless purchasers with a global reach, ensuing in vast sales with low expenditure. In digital advertising, one of the maximum important sports in competitor analysis. This exercise is vital to live in advance of the opposition, particularly amongst fast-growing wireless. The marketer of each services and products also are following up the virtual advertising and marketing traits and the identical need to be integrated to their advertising sports. With the rate of exchange increasing 12 months after year, every digital marketer should dedicate effort and time to up skilling and studying.

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Digital Marketing, Consumers, Competition, Digital Marketing Trends.

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 Abstract

Graameen Mahilaon Ka Mobaeel Ke Prati Aakarshan Adhik Dekha Gaya Hai. Mobaeel Ne Graameen Mahilaon Kee Jeevan Shailee Par Ek Amit Chhaap Chhodee Hai. Janasanchaar Saadhanon Mein Any Saadhanon Kee Apeksha Mobaeel Lokapriyata Adhik Hai. Vartamaan Mein Yah Janasanchaar Ka Sarvaadhik Prabhaavashaalee Maadhyam Banakar Ubhara Hai. Mobaeel Ke Aane Se Pahale Graameen Mahilaon Ka Jeevan Parivaar Par Hee Kendrit Tha. Mahilaen Ghar Ke Sabhee Kaamon Mein Nipun Hua Karatee Thee. Ve Vibhinn Prakaar Ke Kaaryakram, Tyauhaar Aadi Ka Sanchaalan Svayan Svavivek Se Karane Mein Samarth Thee. Ve Paridhaanon, Aabhooshanon Se Susajjit Rahatee Thee. Graameen Mahilaen Svayan Hee Silaee Masheen Se Sil Kar Apane Paridhaan Taiyaar Karatee Thee. Parivaar Ke Sabhee Purooshon Ke Pashchaat Hee Mahilaain Bhojan Grahan Karatee Thee. Parantu Aaj Mobaeel Se Graameen Mahilaon Kee Jeevan Shailee Mein Kaaphee Badalaav Aa Gaya Hai. Khaan-Paan, Rahan-Sahan, Saamaajik Paramparaain, Tyauhaaron, Prathaen, Pahanaava, Aabhooshanon Ityaadi Sabhee Mein Graameen Mahilaen Badal Rahee Hai. Mobaeel Ke Prabhaav Se Graameen Mahilaon Mein Shiksha, Svaasthy, Rojagaar, Vibhinn Saamaajik Evan Raajaneetik Kshetron Mein Chetana Jaagrt Huee Hai. Parantu Aaj Mobaeel Yug Mein Bhee Graameen Mahilaain Gareebee, Shoshan, Berojagaaree, Laingik Vibhed, Dahej Hatya, Gharelu Hinsa Aadi Kee Shikaar Ho Rahee Hain. Mobaeel Ke Kaaran Soshal Meediya Mein Galat Jaanakaariyaan, Jhuth, Aphavaahen, Pakshapaatee Evan Bhraamak Vichaar, Graameen Mahilaon Ka Galat Chitraankan Bhee Badee Tejee Se Phail Raha Hai. Atah Graameen Mahilaon Kee Nakaaraatmak Chhavi Ko Khatm Karane Ke Lie Abhee Aur Prayaas Karane Kee Aavashyakata Hai.

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Laingik Vibhed, Dahej Hatya, Gharelu Hinsa, Nakaaraatmak Chhavi, Saamaajik Pratibandh, Tokaree, Bijana Aadi.

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Personalized medicine recommendation systems are becoming increasingly popular for forecasting diseases and delivering customized health guidance on diet, workout routines, and medications. These systems prove highly beneficial, particularly in times of pandemics and natural disasters, by enabling remote healthcare solutions. By utilizing machine learning models such as Decision Tree, Random Forest, K-Means Clustering, and Hierarchical Clustering, the system processes patient data, including lifestyle patterns, symptoms, and health indicators, to provide precise disease predictions and comprehensive health recommendations. Experimental findings reveal that the Random Forest algorithm achieves 94.2% accuracy, surpassing the Decision Tree model (89.5%). Additionally, clustering techniques enhance patient classification, leading to more effective recommendations. This multi-model approach ensures a well-rounded and personalized health support system, significantly enhancing disease management. By offering accurate dietary suggestions, optimized workout plans, and suitable medications, the system promotes healthier living and strengthens preventive healthcare, ultimately leading to improved health recovery results.

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Machine learning, Decision Tree, Recommender Systems, Medications, Random Forest.

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Phytochemical analysis involves the determination of the presence of phytochemical constituents in the crude samples of the medicinal plants. Phytochemical tests are carried out first to establish the presence or otherwise of some specific phytochemicals. The plant also found to be rich in minerals such as Ca, P, K, Mg, Na, Cl, S Mn, Zn, Fe, Cu, Se, Co, Ni and Cr. The agar well diffusion method was used to determine the antibacterial activity using Bauer-Kirby method (Bauer et al., 1966). The different extracts from different plant parts of A. reticulata were screened for antibacterial activity against five clinically important bacteria. These bacteria were procured from National Collection for Industrial Microorganism (NCIM), India and American Type Culture Collection (ATCC), USA Among test bacteria three Gram negative bacteria i.e. Escherichia coli, Klebsiella pneumoniae and Pseudomonas aeruginosa were used while among Gram positive bacteria Staphylococcus aurous and Streptococcus pneumonia were used. The pure cultures of the bacteria were maintained during the study in nutrient agar media (HI Media, India).

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Annonaceae, Phytochemical constituents, Phytochemical screening.

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Protein and Peptide drug delivery system are the Novel drug Delivery Revised on 22 Feb 2016,System. Proteins and peptides are the most abundant components of Accepted on 13 Mar 2016biological cells. They exist functioning such as enzymes, hormones, DOI: 10.20959/wjpps20164-6425structural element and immunoglobulin. The twenty different naturally occurring amino acids join with each other by peptide bonds and build *Correspondence for polymers referred to peptides and proteins. Although the distinction Authorbetween peptides and proteins are peptide contains less than 20 amino Sagar Kishor SavaleDepartment of acids, having a molecular weight less than 5000, while a protein Pharmaceutics, R. C. Patel possesses 50 or more amino acids and its molecular weight lies above Institute of Pharmaceutical this value. The most of pharmaceutical proteins and peptides are Education and Research, absorbed IM, IV and Subcutaneous route of Absorption, but the oral Shirapur 425405, Dist. Dhule route is more convenient for absorption of protein as compared to Maharashtra

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Protein drug delivery system

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