Volume 8 | Issue 3 |

 Abstract

Customer retention has become critical in the highly competitive banking sector. Implementing focused retention strategies requires the ability to predict customer churn, the phenomenon where customers end their relationship with a bank. Support Vector Machine (SVM) and Multilayer Perceptron (MLP), two well-known machine learning algorithms, are compared in this study for the purpose of forecasting bank customer attrition. To evaluate the performance of these algorithms, we look at accuracy, precision, and recall. Our study's findings offer important new information about how well these algorithms work to solve this pressing problem.

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 Keywords

COMPARISON OF MULTILAYER PERCEPTION AND SUPPORT VECTOR MACHINE FOR PREDICTING BANK CUSTOMER CHURN

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The goal is to demonstrate a proof of concept for using transfer learning to address computer vision challenges in real time. This project involves developing a neural network-based vehicle control and driver assistance system focused on path detection and obstacle detection, enabling the bot to "learn" optimal responses for tasks like obstacle avoidance and path navigation toward a target destination. Initially, the bot will navigate along a given path, with the resulting performance data serving as the learning foundation. This learned information will then be applied in a more complex environment featuring obstacles and traffic elements such as signals and STOP signs. The objective is for the bot to traverse the course, avoid obstacles, and continuously learn as it moves. Transfer learning is advantageous in this context, as it reduces computational resource demands and time, achieving high accuracy efficiently. This problem is particularly challenging, combining areas like computer vision and machine learning, and requiring real-time processing capabilities. Python will be used for implementing the learning algorithms due to its wide availability and extensive library support, which makes it user-friendly and effective. The bot itself will be compact, no larger than a slice of bread, with a mounted microprocessor and microcontroller that enable it to methodically navigate the specified path. Powered by motors, the bot will autonomously and gradually work its way through the environment, showcasing the potential of transfer learning in real-time computer vision applications.

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 Keywords

Transfer learning, neural networks, network topology

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

BAL SHRAM KI PRAKRATI : SAMAJSHASTRIY PARIPREKSHY

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BAL SHRAM KI PRAKRATI : SAMAJSHASTRIY PARIPREKSHY

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The indigenous Lepchas of Darjeeling and Sikkim Himalayas have endured a long history of conquest, subjugation and colonization under the Bhutias and the British. The deep valleys, dense forest, ranging rivers, biodiversity and commercial prospects impelled the rulers to establish domination over the highlands. 'The lord of the land' i.e the Lepchas were turn into 'inferior subject race'. The Lepchas are probably the only indigenous race in India who claim themselves to be the 'Children of God' and 'mother nature'. They have mongoloid morphological features and lived in the Himalayas on the southern and eastern slopes of Mount Kanchenjunga.

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Creative Commons Attribution 4.0 and The Open Definition

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Colonization, identity, encroachment, migration, immigration

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Abstract: The pectic substance is a complex colloidal acid polysaccharide with long galacturonic acid pillars, from a novel pectin-degrading bacterium that could otherwise be an agricultural waste product and that can be used for a variety of purposes. chains and glycosidic bonds. There are 7 polysaccharides and 17 monosaccharides such as d-glucuronic acid, 1-fucose, d-glucose, d-mannose and d-xylose in these pectin compound chains. Pectic acid, pectic acid, pectin, and protopectin are four pectin substances used as substrates for pectinase treatment. Although the solubility of pectic substances in water was one of the most relevant criteria used to determine that only 25% of microbial pectinase enzymes are used in the food and industrial sectors worldwide. , the market continued to grow. Pectinases are used in fruit extraction, fruit juice clarification, plant fiber refining, natural fiber degumming, and wastewater treatment. It also speeds up tea fermentation and eliminates foaming by destroying instant tea powder. Pectin in matcha. Not only is it used to brew coffee, but it is also used to remove the slime layer from coffee bars.A widely used eco-friendly tool to treat contamination, pectinase plays an important role in the treatment of industrial products plays. 16S rRNA sequence analysis was performed for molecular characterization. The 16S rRNA sequences were aligned and the constructed family tree confirmed that this strain belongs to Enterobacter hormaechei. This bacterium may play an important role in the degradation and bioremediation of vegetable and fruit wastes resulting from agricultural, industrial, and domestic activities.

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 Keywords

Pectinolytic, rotten fruits and vegetables, pectinase

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Creative Commons Attribution 4.0 and The Open Definition

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English language teachers in recent years show a new determination to trust their own resources, to assert their right to freedom of choice at the interface between theory and practice and to seek practical solutions to pedagogic problems without constantly looking over their shoulders for fear that the theories might not approve. By judging the articles in professional journals and the papers presented at conferences, more and more teachers are breaking away from their former dependence on strict theoretical methods and are increasingly making their own, more flexible decisions about what should be done in the classroom. Before devising their own means useful for teaching English language, teachers should have an idea of the ends of teaching English language especially as the second language. Now a day's, English has been gaining greater importance for global communication. It is no longer just a library language of opportunities. A fairly high degree of proficiency and excellent communication skills in English today enhance students employability substantially. The best graduates with good communication skills in English compete successfully in the job market. However unemployment is a reality for many due to poor communication skills in English. Thus the main interest in this paper is to give a bird's eye view of the prestige of English language as an international language and its role in enhancing employability all over the world in different fields which will be helpful to the teachers and the students as well in the teaching and the learning of English language in Indian context.

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English, Employability

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Creative Commons Attribution 4.0 and The Open Definition

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Agriculture is the art and science of cultivating the soil, growing crops and raising livestock. It includes the preparation of plant and animal products for people to use and their distribution to markets. Agriculture provides most of the world's food and fabrics. Despite implementing plans to increase farmers' incomes, the government fails to bring profits to farmers as middlemen take a significant portion of their profits. Intermediaries specialize in performing essential activities in the buying and selling of goods on their way from farm to final consumer. They usually don't produce anything, but they have extensive knowledge of the market, so they charge commission for their services. It is a common belief that middlemen are responsible for the low share of farmers in the consumer's revenue, and they are accused of exploiting farmers. Many people suggest that the government should eliminate or minimize the role of middlemen in the marketing chain to increase the welfare of both consumers and producers. However, the role of middlemen as a link between producers and consumers is complex and requires a thorough analysis before drawing any conclusions. They mostly operate in markets and facilitate coordination between producers and consumers under different terms and conditions. In our country, village dealers, pre-harvest contractors (in fruits), commission men, brokers, wholesalers, retailers, etc. are all a part of this group.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Agriculture, Middleman, Government, Consumer, Retailer

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

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Creative Commons Attribution 4.0 and The Open Definition

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Fractional derivative, Fractional Integral, Gamma function etc.

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Creative Commons Attribution 4.0 and The Open Definition

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The signing of the Indo-US nuclear pact can open a Pandora's Box of similar deals and accords in the area, which is already engaged in fast-paced proliferation attempts and is also the hot spot of contemporary war and power struggle. This study attempts to grasp the region's geopolitical environment, emphasizing the regional security mechanisms and the nature of the strategic partnership relationship. The Indian Prime Minister and the U.S. President, on July 18, 2005, issued a joint statement, which is considered to be the day when the process of reaching a nuclear agreement between them began. Following this, there was a great deal of discussion, both in India and the U.S., on the pros and cons of giving India a unique nuclear status and of India joining a camp that supports the U.S. This transaction has been interpreted as marking the start of a unique partnership between India and the U.S. Nevertheless, it took five years until the official launch of the first Indo-US strategic discussion, which took place in Washington in June of 2010. This event took place in 2010. Regrettably, over all of these years, the other aspects of this strategic connection did not receive much press, clearly described in July 2005. In this paper, an attempt is made to examine various nuclear aspects of Indo-US strategic relationship.

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Creative Commons Attribution 4.0 and The Open Definition

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India, US, Nuclear, Foreign policy, Energy, and National Security

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Creative Commons Attribution 4.0 and The Open Definition

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This is an effort to learn more about the role social media played in the 2019 Lok Sabha election campaigning in India. Those countries, such as the United States of America, India, and others, have democratic systems of government. Particularly in political campaigning during elections, social media has become a vital component of political communications. The improved campaign method at the same period is crucial for attracting voters. Facebook, Twitter, Google+, WhatsApp, YouTube, and other modern platforms provided by social media have given political parties and voters a modern platform. These platforms are now being used by most of the political leaders as an easy tool to connect with their supporters. In order to reach more voters and organise their interactions with them, social media enables aspirant politicians to share, post, and comment on election-related topics. These contemporary tools or platforms are presented as unexplored territory. First, to define social media. Next, to understand the essence of political campaigning. Third, to engage voters in the Lok Sabha elections of 2019 through social media and campaigning.

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 Keywords

Internet of Things, Block Chain Technology, Cryptocurrency, Patent, Emerging Technologies.

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Creative Commons Attribution 4.0 and The Open Definition