Volume 12 | Issue 2 |

 Abstract

Breast cancer is a significant global public health concern, demands early and accurate diagnosis for improved patient well-being.The most prevalent type of breast cancer is IDC (Invasive Ductal Carcinoma)The existing system's ensemble approach leverages transfer learning, combining shallow CNNs with MobileNetV2, to effectively classify breast cancer from histopathology images. The lightweight ensemble transfer learning with robust preprocessing techniques to advance breast cancer classification pre-trained deep learning models, including MobileNetv2, VGG-16, and Xception intricate features are extracted from mammographic images. Synthetic Minority Oversampling Technique (SMOTE), ensuring a balanced representation of benign and malignant cases during model training. The extract features from these models create a mammographic image representation, enabling classification by the XG Boost algorithm. In the intersection of machine learning and deep learning domains, the primary objectives of this research are focused on enhancing model performance assessed through critical evaluation metrics such as F1 score, recall, and overall accuracy. The main aim to demonstrate the effectiveness of the holistic approach, contributing to improved breast cancer diagnosis precision and efficiency.

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MobileNetV2,VGG-16,Xception,Ensemble,Transfer Learning,XGboost

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This study delves into the intricate relationship between dietary habits and visceral fat among 200 male and female adults who visited SIMS hospital. The study's cross-sectional analysis reveals distinctive patterns in anthropometric measures across various categories. The correlation between dietary habits and visceral fat accumulation highlights intriguing associations, such as visceral fat accumulation negatively correlating with healthy food choice and positively correlating with appetite, sedentary behaviour, irregular meal time, calorie restriction. The ANOVA results strengthen the evidence for a substantial relationship between the dietary habit and visceral fat accumulation in male and female adults. the dietary habits influence the visceral fat accumulation between male and female significant difference by 24% where male got (63%) and female got (87%) visceral fat percentage out of survey population. This research contributes valuable insights into the complex interplay between dietary habits and visceral fat accumulation within the participants.

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ASSOCIATION BETWEEN THE DIETARY HABIT AND VISCERAL FAT ACCUMULATION IN MALE AND FEMALE ADULTS.

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Installation art is a genre style, that has attractive a lot of attention in the recent previous years. Famous Artist Hema Upadhyay has depicted the hustle and bustle of Mumbai in her art works and this has been highlighted by a research study. This research study includes - dream a wish, wish a dream, Glass house, Killing site, Loco-foco- motto, the Nymph and the adult. And she has also used the landscape and sample surfaces of Mumbai and shown the social and economic inequalities. The objective of the presented research paper is to " study the art works of Indian Contemporary Installation Artist Hema Upadhyay" and encourage/ appreciate her important contribution in installation art.

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Mumbai, Nostalgia, workers, Beauty, Social and Political, Acrylic.

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Millets are a major food source in arid and semiarid parts of the world. Millet are drought tolerant crops. Extensively grown in Asia and semi-arid tropic of Africa. They provide protein, fatty acid, minerals, vitamin, dietary fibre and polyphenol. Typical millets protein contain high quantity of essential amino acid especially, the sulphur contain amino acid(methionine and cysteine.) the millets are the source of antioxidant which are potential prebiotic and can enhance the viability or functionality of probiotic with significant health benefits. Millet protein have a balance amount of essential amino acid, sulphur. Which are enriched with several positive health attributing phytochemicals, including lignans, phytosterol, polyphenol, phytooesterogen and phytocyanans. Millets are supportive prevention of various lifestyle illness such as cardiovascular disease, cancer, low and high blood pressure, diabetes. Because of their significant involvement in nutritional security and possible increasing health effect, it is now addressing in important area of research for food scientist. Millet is an alkaline forming grain that is gluten free. Other health benefits are increasing the timespan of gastric emptying, provide roughage to gastrointestine. Millet diet is often recommended to optimal growth of health. Millets as a nutritious food, fulfillment of the nutritional need of global population and combat malnutrition.

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Milletes, Food Source, Distribution, Diabetes, Nutritious Food, Malnutrition, Grain

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It would be wrong to say that Jane Austen is merely a skillful portrayer of the social scene without any serious moral interests. She is certainly very skillful in giving us minute and detailed pictures of the social scene with which she is concerned. Still, she is also a writer with serious moral interests and she never fails to give a moral slant to her stories. There is always a sound morality at work in her mind as she narrates her stories, though she does not allow moral considerations to obtrude themselves upon her attention, and she never thrusts her moral principles or preferences upon us in an aggressive spirit. Always, when she tells her story, she seems to be applying her moral ideas to the particular class of society with which she deals. Indeed, we cannot escape the fact that she is very keen to take the moral measurement of the society, with which she is concerned, through the range of her characters This article investigates the moral ideals presented in the novel Emma through various characters.

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Austen, Moral Values, Class Division, Misplaced confidence, Social Comedy, Marriage

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ABSTRACT: Rate controlled drug delivery systems were developed to overcome physiological adversities like short residence times and unpredictable gastric emptying times. Differences in gastric physiology such as gastric pH and motility exhibit both intra and inter subject variability demonstrating significant impact on gastric residence time and drug delivery behavior. This triggered an increased interest towards formulation of novel delivery systems which retained in the stomach for prolonged and predictable period of time. Several approaches such as floating drug delivery systems (FDDS), swelling and expanding systems, bio adhesive systems, modified shape systems, high density systems or other delayed gastric emptying devices have been discovered till now. FDDS are of particular interest for drugs that are locally active and have narrow absorption window in stomach or upper small intestine, unstable in the intestinal or colonic environment, and exhibit low solubility at high pH values. This review article is in pursuit of giving detailed information on the pharmaceutical basis of their design, Basic GIT physiology, GI motility, classification, advantages, limitations, Approaches to gastric retention, factors affecting FDDS, Polymers, Methods used for preparation and application of FDDS.

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KEYWORDS: Floating drug delivery systems, Gastric residence time, Swelling index, Buoyancy.

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This paper proposes a particle swarm optimization (PSO) algorithm for optimal placement of distributed generation (DG) in distribution networks to minimize congestion. The PSO provides a population-based search procedure in which individuals called particles change their positions with time. During flight, each particle adjusts its position according to its own experience, and the experience of neighboring particles, making use of best position encountered by itself and its neighbors. Initially, the algorithm randomly generates the particle positions representing the size and location of DG. Each particle will move from its current position using the velocity and the distance from current best local and global solution reached. The velocity consists of inertia of the particle, memory, and cooperation between particles. The proposed PSO algorithm is used to determine optimal sizes and locations of DG and FACTS devices. Test results indicate that PSO method can obtain better results than the simple heuristic search method on the 30-bus radial distribution systems. The PSO can obtain maximum loss reductions for each of optimally placed DG and FACTS devices. Moreover, voltage profile improvements are also observed.

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FACTS (Flexible AC Transmission system), STATCOM (Static Compensator), PSO (Particle Swarm Optimization), DG (Distributed Generations), UPFC (Unified Power Flow Controller).

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: Abstract: This dissertation paper going to examine that possesses highly desirable or nearly perfect qualities for utopian society and its members. It describing a fictional Island society utopia work is say imaginary communist city-state and in which institution and rules and this work mainly ideas of union of an idyllic, imaginary society utopian history geography social customs legal political systems. Economic structures and religious beliefs and philosophy these are described in utopian in utopian work and utopians have retained many of the plans and values initially established by utopians. Utopian there is a large degree of uniformity and very little individual expression this are main themes on the imaginary utopian work. Sir Thomas more 's utopia In more creates a land that contrasts directly to 16th century Europe more states by using the stories of fictional character Raphael nonsense. Hythloday more' s mysterious traveler utopia is described as a pagan communist. Sir Thomas more was describing an ideal imaginary world in-his-most famous work of fiction his book describes a complex community on an island in which people share a common culture and way of life the term be coined derives from the Greek word ou-topos-meaning "nowhere" Ironically it is the opposite of the similar sounding greek world Eu-topos meaning a good place. More sought to create a different place altogether on the puge a world free of the hierarchies that ultimately cost the author his life Key Words: cultural concept of utopia, Social customs in Island Society, Political customs,

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cultural concept of utopia, Social customs in Island Society, Political customs,

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The fundamental prerequisites for today's hiring procedures for a specific job post are chatbots for interviews and resume screening. Many applicants submit their resumes, and it takes a lot of work to manually sift them according to the job requirements to narrow the field of candidates to choose from. The project's driving force is its ability to overcome the difficulty of automating the hiring process, from screening resumes to testing candidates on their first technical exam. The difficulty in vetting resumes would be in applying Natural Language Processing to extract structured data from a variety of resume formats and extract all the keywords related to programming languages. The creation of questions and the application of Natural Language Processing tools to assess the candidates' responses present the other issue. Finding the candidates' eye movements during the interview and lip-reading them to look for any unethical behavior is the difficult part of proctoring a test. The objective here is to extract concept terms from the resume and search all keywords related to programming languages from the applicant's resume. The candidate would then be assigned a work role that fits his or her skill set based on that, which would shorten the time needed to find the right individual for a particular job description. The purpose of the candidate interview would be to learn more about the individual's technical abilities. Tests with multiple-choice questions could be utilized for the preliminary screening. However, they are not as effective in evaluating the candidate's depth of knowledge as the short-response questions are. Thus, it's critical to create assessments and short-response questions. Either sentence-level or paragraph-level information would be the basis for the question that would be generated for the candidate; the sentences and paragraphs would be on various technical topics on programming languages and concepts. Both at random and in reaction to the applicants' answers, the questions would be chosen. The camera would be used to proctor the exam during the interview, ensuring that no more than one person was in front of the camera and that the candidate was not using any other devices. The candidate's ultimate score would be determined by how well the job description and candidate interview aligned.

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CNN (Convolutional Neural Networks), NER (named entity recognition), BERT (Bidirectional Encoder Representations from Transformers), Talent Acquisition, Hiring automation

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