Volume 9 | Issue 7 |

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AUTOMATIC HAND SANITIZER PRODUCTION USING PLC

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Customer churn is one of the main problems in the telecommunications industry. Several studies have shown that attracting new customers is much more expensive than retaining existing ones. Therefore, companies are focusing on developing accurate and reliable predictive models to identify potential customers that will churn shortly. The telecommunication industry in recent years is a subject of major changes and from a fast-growing industry has come to a state of saturation accompanied by a strong appetitive market. Customers starve for better services and prices, while their requirements are extremely complex and difficult to understand. Customers starve for better services and prices, while their requirements are extremely complex and difficult to understand. This project aims to investigate the main reasons for churn in the telecommunication sector. This project aims to investigate the main reasons for churn in the telecommunication sector. The proposed methodology for analysis of churn prediction covers several phases: understanding the business, selection, analysis, and data processing; implementing various algorithms for classification; evaluation of the classifiers and choosing the best one for prediction

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Churn Prediction,machine learning.

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India was exposed to modern day tax structured Sir James Wilson in 1860 so that British Indian Government of that time can recover the losses incurred during the revolt of 1857. Since then various reforms were introduced to manage the pace of development and increase the horizon of government revenue through taxes. Most recently Goods and service taxes were introduced in India which has subsume more than 15 indirect taxes in it and becomes the most dynamic and celebrated tax reforms of the recent time. GST is an promising tax regime which was introduced with the motive make Indian businesses globally competitive by removing cascading effect, Easy inter-state movement of goods, inclusion of small business in the formal economy, reduction of tax terrorism etc. It is claimed to be one of the best measure to reduce tax evasion both direct and indirect. It was France which has introduced the GST for the first time in the world in 1954. But as world trade progresses today more that 160 countries of the world has adopted this system of taxation. It has been claimed that the GST model that India has adopted is very similar to Canadian Model of VAT. Both India and Canada are Common Law countries having very similar federal structure so it was advisable to look forward to Canadian Model of GST. Canada has adopted this system of taxation for the first time in 1991. Initially the government has faced many backlashes for the new change but today it is one of the country with smoothest Indirect tax structure. The present paper analyse the indirect tax regime in both the countries and tries to evaluate the similarities and dissimilarities of the law in both the jurisdiction.

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GST, ITC, HST, VAT, RST, QST,PST, MST, indirect tax, etc.

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Creative Commons Attribution 4.0 and The Open Definition

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Abnormal development of cells in human body contributes to the formation of cancer or tumor. The uncontrolled expansion of cells in human brain leads to the formation of brain tumors. These brain tumors are classified into two types, benign and malignant. This project presents an automatic segmentation method based on fuzzy corner metric markers and classification method using Convolutional Neural Network. The segmentation method uses a fuzzified corner metric, in view of image intensity, is proposed to recognize the component markers to be enclosed by the contour. In order to improve the accuracy level, Whale Optimization Algorithm (WOA) is used. The WOA is used to tune the hyper parameters of hybrid CNN. These parameters include the number of convolution kernels, the size of convolution kernels, activation function, batch size and learning rate. CNN models, one of the deep learning networks, are utilized for the diagnosis process. The proposed work is implemented and simulated in MATLAB. The proposed work gives exceptionally good results, when compared to recently proposed techniques and this work provide better accuracy of 98.92%, specificity of 97%, and sensitivity of 97%.

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Brain Tumor, Classification, Image Segmentation, GLCM

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Creative Commons Attribution 4.0 and The Open Definition

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Creative Commons Attribution 4.0 and The Open Definition

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zafirlukast, fexofenadine, rheumatoid arthritis, leukotriene, histamine.

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There is significant climb in cyber attacks, a numerous organizational entities are presently making progress toward better information mining strategies to examine security logs that has acquired from the various software framework to guarantee avoiding the bot attacks based on the location. Machine Learning approach based security frameworks are evolving to detect the patterns of attack by extracting the payload data from the network resources. These uncover the threats that are targeted towards the operational infrastructure with minimizing the cost for detection of these attacks. This paper introduces PSO Algorithm for detecting bot attacks on a network infrastructure. PSO Particle swarm optimization is a rudimentary variant which operates by consuming a populace of network infrastructure (assumed as a swarm) of network data (assumed as particles). These network particles are simulated and propagated in the investigation computational coordinates of the network infrastructure domain. The movements of the network particles result in a upward trajectory pattern of upper boundary and its consequent downward pattern lower trajectory of lower boundary. These boundaries constitute of the network traffic movements and each packet movement in the network space, when the data of each packet crosses upward trajectory pattern which will constitute of the traffic deviations generally a bot attack. These patterns are trained and tested on the network infrastructure to efficient detection of the attack.

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PSO Particle swarm optimization, Network Infrastructure , Cyber Attacks , Machine Learning

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The gearbox is a device which is used to transmit the power from one shaft to the other shaft within the required gear ratio. But, most of the times space limitation becomes the major problem of system. Also efficiency of the device is one of the important parameter. The device should have maximum efficiency. The conventional gear box gives us the required power and speed ratio but, they require the larger space for their working. Also they possess large number of parts and become bulky. In some applications, the space limitation is the important factor while designing the device. The aim of this project is to design a shaft mounted speed reducer which requires the less space and gives required speed ratio. In this thesis the analytical and numerical methods are used to design the parts of shaft mounted speed reducer. Also the experimentation is done to check validation of the work. The advantage of this project is, it requires less space and gives high efficiency. The maximum efficiency obtained by this speed reducer is 93.28%.

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Timer Pulley, RH Sleeve, Internal Gear Ring

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Maximum of the humans now are dealing with weight problems as their foremost issues. It may motive because of calorie intake, non-stop paintings without workout and modifications in meals behaviour this is intake of junks and etc., Mushroom is one of the tastiest snack that everybody likes to have it. In the growing present day drug treatments the position of our herbs and conventional meals behaviour like mushroom and others are gambling very crucial position in our health. In this overview article we're going to see the useful position of oyster mushroom in weight problems problem.

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REVIEW ON EXPLORING THE ROLE OF OYSTER MUSHROOMS IN OBESITY

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To Study About The Efficacy Of Stretching Exercises And Stretching With Cold Pack On Hamstring Pull. - For Reducing The Pain - For Increasing The Range Of Motion

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Stretching Exercise, Cold Packs, Hamstring Pull, Reduction Of Pain, Significant Improvement

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The world is developing rapidly due to the construction of buildings for commercial and residential. Due to the usage of concrete it leads to the shortage of the natural resources. Silica fume is added as admixture to partial replacement of cement with different percentages of 0, 5, 7.5 and 12.5. AR glass fibers are used to increase the mechanical properties of concrete. The test results were obtained with reference to compressive and split tensile strength at 28days. A constant percentage of 0.03% of glass fibers is added to the concrete.

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Alkaline glass fiber, silica fume, compressive strength, split tensile.

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Creative Commons Attribution 4.0 and The Open Definition