International Journal of Computer Science and Engineering

1-8

Authors: Ahmed Sami Jaddoa & Ziyad Tariq Mustafa Al-Ta'i

Diabetes is specified as the most chronic and deadliest disease that results in increasing blood sugar. The medical data mining approaches were utilized for detectingun observed patterns in the medical field sof sets of data for medical diagnosis and treatment. Data classification for diabetes mellitus is quite significant. Where utilizing two types of data sets, the first is local, collected from consulting laboratories at Baqubah General Hospital, and the second is global, which is the Pima India Diabetes Database. The experiment on the Local dataset shows that the accuracy if K-NN is 90 %, the accuracy of the SVM has been 98 %, the accuracy of the NB is 98 % and the accuracy of RF is 98 %. The experiment on the Pima dataset shows that the accuracy of K-NN is 81 %, the accuracy of SVM has been82 %, the accuracy of NB is 84 % and the accuracy of RF is 82 %.

17-26

Authors: Pranavi Patel & Mala Mehta

With the growing usage in the field of IoT (Internet of Things), yber threats and malicious activities are also at their peak. Widening in the utilization of the Internet of Things (IoT) as raised awareness of security and has become a major concern of many IoT users. For the smooth working of IoT networks, it is essential to protect devices from malicious activities. For security purposes, an advanced Intrusion Detection System (IDS)is required. In this paper, we discussed approaches of IDS and different datasets. Later on, IDS types on the basis of application are discussed with their limitations. For future assessment, current challenges faced by IDS of IoT are discussed. An ID plays a pivotal role in IoT by discovering and repealing malicious activity for lag-free service networks.

1-10

Authors: Turaqulov Sh. X & Iskandarova S.N Turaqulov Sh. X & Iskandarova S.N

The most effective results in the processing and recognition of images are achieved through the development of information technology, the introduction of new technologies. The TensorFlow library capabilities in the python programming environment are huge in getting effective results. It describes how to use open data sets to recognize Arabic graphics and to form datasets for additional letters for old Uzbek and Farsi text letters. Examples, advantages and analysis of the results obtained by the TensorFlow platform to perform calculations with python are given. The efficacy and mode of use of the convolutional neural network are described. Results were obtained from the use of open data sets via www.kaggle.com. The most effective methods of recognizing the given Arabic text are used, and only the results obtained are described, without the algorithms given in the references. CNN created a model for the data set letters, based on which the results were 90% recognizable.

21-34

Authors: Saveetha Rudramoorthy

With the growth of microservices, IT industry is moving towards or rather already moved to API driven architecture. ‘API First’ design approach is followed by all the API architects and developer, which ensures API contracts are created before creating actual front-end or back-end microservices. With enormous growth of APIs, need for centralized control gates which manages these APIs are also growing. API Gateways offers such a compelling functionality, which ensures all the APIs spread across multiple domains and geographical regions are all created, published, maintained, monitored and secured efficiently. This white paper aims in detailing about the role API gateway plays in order to efficiently manage APIs and their underneath services hence offering complete control and management of the same.

45-54

Authors: Kanyanaik, Umesalma & Sudheendra Rao L N

Trade means business there will be different types of trades since the ancestors. The British people came to India for trading according to history 1600 The British East India Company started in Kolkata later Dutch East India Company started in 1602.The resources and raw materials including labour were very cheap at that time in India. The Industrial revolution started to improve the economic conditions of the country. There was a big paradigm shift in the country due to trade revolutions. Vasco da Gama a French sailor reached India after crossing the Cape of Good Hope thereby founding the new sea route to India since it was essential as the Constantinople route was closed after India's independence due to the industrial revolution many industries commissioned for trades. Many have failed to lead to loss and some industrialists managed for no-profit and no-loss and yet another class started to earn huge profits. Trade Union Act 1926 gives powers to workmen to discuss welfare, finance, and other related matters with that of the employer. These employees instead of doing the job always involved in indulging activities. Trade union members are demanding something and if the management does not fulfil they use to go for a strike which results in both employees and employers under huge loss. The huge profit-making companies are to take care of the employees by giving a very good salary compare to the entire region and other company's challenges for no-profit and no-loss making company. In case if they do not commit to the customers due to some reason beyond their control, they will lose their credibility in the market. At this point, the union has submitted the charter of demands. The government has implemented a power cut. The environment is not cooperating and an emergency exists. India suffers from Covid-19 which leads to a lot of deaths in the country and the government has to take immediate steps to control the spreading of Covid-19 and hence declared lockdown for the entire nation. The real research starts here and how to make a profit from the no-profit and no-loss-making companies. After the objectives, scope, and samples taken it is analysed through statistical tools to find out the essential reviews to make profits. TESTING OF HYPOTHESIS AND REVIEW OF AUTHOR

65-74

Authors: Y. Bhaskar Reddy, Shaik Khajakhizar & B. Sudarshan

The present degree of technological advancement is contributing to an increased need for privacy and protection in relation to individuals' personal data. In order to respond to current needs, the new structure of the General Data Protection Regulation aims to provide the required guidelines to prevent the potential leakage of personal private data. In the case of the accounting profession in Romania, the key scope of this paper is to provide an overview of the current implementation and enforcement of the GDPR regulation, as well as to provide guidelines for easier compliance. To the best of the knowledge of the writer, this is the first paper that explores the relationships between the regulatory and accounting profession in the sense of Following an empirical review to determine the current level of knowledge and compliance, the findings highlighted that there was a major knowledge and compliance deficit in the case of the accounting profession in Romania at the time of the report, less than 2 months before the date of acceptance at EU level. Nevertheless, this difference is predicted to decrease once again in the coming months.