One of the most fundamental problems in data mining is to find out some piece of information from a data repository. This repository could be of any form. It could be a group of html documents, a list of text documents, a list of social media profiles etc. What it essentially comes down to is identifying a subset of documents that can be filtered or identified based on some keywords. Even though filtering based on keywords is useful to narrowing down and eliminating documents if the user is presented with a huge subset of documents, there should exist a reliable means to rank such a set of documents. Also, there should be a comprehensive and efficient system that put together all the pieces behind the ranking process.
The design of reinforced cement concrete is very important subject for students as well as engineers. Reinforced concrete design is very complex and repetitive in nature for neophyte students to understand practical aspects in construction. In order to overcome this problem, suitable tool is required. In this paper an educational software which is created in visual basic 6.0 is presented for students which is user friendly and robust in nature for day-to-day works in site. After using this educational software many students expressed their appreciation about their understanding in reinforced concrete design. The graphical user interface (GUI) of the programs developed in this software is also presented in this paper.
Web has become an open platform, where everybody can build and run and deploy the applications. If a small company or a user wants to supply web services, it is better for them to rent the computing infrastructure. Infrastructure-as-a-Service (IaaS) is the delivery of computer components such as servers, network, hardware, storage, computing power, etc. The customer is charged just for the resources consumed like utility-based computing. Virtualization may be a technique to implement cloud computing resources like platform, application, storage, and network. The beauty of virtualization solutions is that you simply can run multiple virtual machines (VM) simultaneously on one computer. Cloud Native, the emerging computing infrastructure has become a replacement trend for cloud computing, especially after the event of containerization technology like docker, and therefore the orchestration system for them like Kubernetes and Swarm. With the growing popularity of Cloud Native, the subsequent problems are raised: (i) most Cloud Native applications were designed for creating full use of the cloud platform, but their file storage system has not been optimized for adapting it. (ii) the normal filing system is meant as a utility for storing and retrieving files, usually built into the kernel of the operating systems. But when placing it to a largescale condition, sort of a network storage server shared by thousands of computing instances, and storing many files, it gets slow and even unstable. (iii) most storage solutions use metadata for faster tracking of files, but the metadata itself will take up tons of space, and therefore the capacity of it is usually limited. If the filing system store metadata directly into hard disc without caching, the tracking of massive small files are going to be slower.
The work flow model can be implemented with data mining in the E-commerce platforms. It helps the product/project manager in several ways. The multiple queries have been figured out and have been solved here. The data and reviews are generated automatically. The text are generated with web crawler and stored in database as raw data. The data are cleaned with Natural Language Processing methods and algorithms. The specific types of algorithms are digitally defined for this framework. The specific type of algorithm is run for specific new cases in different platforms. This is designed in a manner to be used by humans for the interaction purpose. Python is used for pulling data out of files. The process gets automated and the data is cleaned to attain the efficiency. The data review has been taken and classified with the data cleaning process with Natural Language Processing. The Natural Language Processing techniques used, are Sentimental Analysis, Topic Modeling and Text Generation.
Based on the specific information received and skills, people can be educated in various ways. Traditionally, classroom lectures using textbooks was the way to teach. At present, computers, handheld devices and other electronic appliances are also used as learning tools. The choice of innovative learning depends on the access to varied technologies and therefore the infrastructure surrounding the learner influence the learning experience. In rapidly changing society, where there's an excellent deal of obtainable information and knowledge, adopting and applying information at the proper time and right place is required to gain efficiency in both school and colleges. Augmented Reality (AR) is one technology that dramatically shifts the situation and timing of education and training. The basic idea of AR is overlaying virtual objects on a true world image thus "augmenting" the important world image which we currently see. This technology might be very useful in various domains like medicine, automobile, aerospace industry and space research.
