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An Analytical Application To Track Analyze And Predict Scholars Academic Performance
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Book Synopsis AN ANALYTICAL APPLICATION TO TRACK, ANALYZE AND PREDICT SCHOLAR'S ACADEMIC PERFORMANCE by : Vigneshwaran G
Download or read book AN ANALYTICAL APPLICATION TO TRACK, ANALYZE AND PREDICT SCHOLAR'S ACADEMIC PERFORMANCE written by Vigneshwaran G and published by . This book was released on 2021-05-07 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book is developed for the reseach scholars and students regarding a prediticting project The objective of this machine learning project is to classify and predict the future academic grades and leadership scores of the students through building a convolution neural network to predict the scores. The application works as a platform for exposing the semester marks of the students through machine learning technique. The main goal is to predict the academic performance using machine learning to develop a model to predict the student's semester grade result. The ability to predict student performance in education is very significant in educational environments. The stored database contains student's information to improve student's perspective and behaviour. Using that information, we can analyse the performance, which will help for both students and mentors. The system learns the Attendance of the student, Difficulty of the future subjects and previous performance of a student to predict the future semester grades with the help of attendance and activities. An institution needs to know the case history of their registered students of their institute to predict their performance. This will help mentors consolidate the student on improving and developing each student's curriculum record. It refers to performing various data produced by students in order to evaluate learning process like, predict the future performance and identify probable problems.
Book Synopsis STUDENT ACADEMIC PERFORMANCE ANALYSIS AND PREDICTION USING MACHINE LEARNING WITH PYTHON by : Vivian Siahaan
Download or read book STUDENT ACADEMIC PERFORMANCE ANALYSIS AND PREDICTION USING MACHINE LEARNING WITH PYTHON written by Vivian Siahaan and published by BALIGE PUBLISHING. This book was released on 2022-03-20 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: The dataset used in this project consists of student achievement in secondary education of two Portuguese schools. The data attributes include student grades, demographic, social and school-related features) and it was collected by using school reports and questionnaires. Two datasets are provided regarding the performance in two distinct subjects: Mathematics (mat) and Portuguese language (por). In the two datasets were modeled under binary/five-level classification and regression tasks. Important note: the target attribute G3 has a strong correlation with attributes G2 and G1. This occurs because G3 is the final year grade (issued at the 3rd period), while G1 and G2 correspond to the 1st and 2nd period grades. It is more difficult to predict G3 without G2 and G1, but such prediction is much more useful. Attributes in the dataset are as follows: school - student's school (binary: 'GP' - Gabriel Pereira or 'MS' - Mousinho da Silveira); sex - student's sex (binary: 'F' - female or 'M' - male); age - student's age (numeric: from 15 to 22); address - student's home address type (binary: 'U' - urban or 'R' - rural); famsize - family size (binary: 'LE3' - less or equal to 3 or 'GT3' - greater than 3); Pstatus - parent's cohabitation status (binary: 'T' - living together or 'A' - apart); Medu - mother's education (numeric: 0 - none, 1 - primary education (4th grade), 2 - 5th to 9th grade, 3 - secondary education or 4 - higher education); Fedu - father's education (numeric: 0 - none, 1 - primary education (4th grade), 2 - 5th to 9th grade, 3 - secondary education or 4 - higher education); Mjob - mother's job (nominal: 'teacher', 'health' care related, civil 'services' (e.g. administrative or police), 'at_home' or 'other'); Fjob - father's job (nominal: 'teacher', 'health' care related, civil 'services' (e.g. administrative or police), 'at_home' or 'other'); reason - reason to choose this school (nominal: close to 'home', school 'reputation', 'course' preference or 'other'); guardian - student's guardian (nominal: 'mother', 'father' or 'other'); traveltime - home to school travel time (numeric: 1 - <15 min., 2 - 15 to 30 min., 3 - 30 min. to 1 hour, or 4 - >1 hour); studytime - weekly study time (numeric: 1 - <2 hours, 2 - 2 to 5 hours, 3 - 5 to 10 hours, or 4 - >10 hours); failures - number of past class failures (numeric: n if 1<=n<3, else 4); schoolsup - extra educational support (binary: yes or no); famsup - family educational support (binary: yes or no); paid - extra paid classes within the course subject (Math or Portuguese) (binary: yes or no); activities - extra-curricular activities (binary: yes or no); nursery - attended nursery school (binary: yes or no); higher - wants to take higher education (binary: yes or no); internet - Internet access at home (binary: yes or no); romantic - with a romantic relationship (binary: yes or no); famrel - quality of family relationships (numeric: from 1 - very bad to 5 - excellent); freetime - free time after school (numeric: from 1 - very low to 5 - very high); goout - going out with friends (numeric: from 1 - very low to 5 - very high); Dalc - workday alcohol consumption (numeric: from 1 - very low to 5 - very high); Walc - weekend alcohol consumption (numeric: from 1 - very low to 5 - very high); health - current health status (numeric: from 1 - very bad to 5 - very good); absences - number of school absences (numeric: from 0 to 93); G1 - first period grade (numeric: from 0 to 20); G2 - second period grade (numeric: from 0 to 20); and G3 - final grade (numeric: from 0 to 20, output target). The models used in this project are K-Nearest Neighbor, Random Forest, Naive Bayes, Logistic Regression, Decision Tree, Support Vector Machine, Adaboost, LGBM classifier, Gradient Boosting, and XGB classifier. Three feature scaling used in machine learning are raw, minmax scaler, and standard scaler. Finally, you will develop a GUI using PyQt5 to plot cross validation score, predicted values versus true values, confusion matrix, learning curve, decision boundaries, performance of the model, scalability of the model, training loss, and training accuracy.
Book Synopsis Informatics and Intelligent Applications by : Sanjay Misra
Download or read book Informatics and Intelligent Applications written by Sanjay Misra and published by Springer Nature. This book was released on 2022-01-22 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes selected papers presented at the First International Conference on Informatics and Intelligent Applications, ICIIA 2021, held in Ota, Nigeria, in November 2021. The 22 full papers were thoroughly reviewed and selected from 108 submissions. The papers are organized in the following topical sections: AI applications; information security; emerging technologies in informatics.
Book Synopsis Smart Trends in Computing and Communications: Proceedings of SmartCom 2020 by : Yu-Dong Zhang
Download or read book Smart Trends in Computing and Communications: Proceedings of SmartCom 2020 written by Yu-Dong Zhang and published by Springer Nature. This book was released on 2020-07-17 with total page 495 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers high-quality papers presented at the International Conference on Smart Trends for Information Technology and Computer Communications (SmartCom 2020), organized by the Global Knowledge Research Foundation (GR Foundation) from 23 to 24 January 2020. It covers the state-of-the-art and emerging topics in information, computer communications, and effective strategies for their use in engineering and managerial applications. It also explores and discusses the latest technological advances in, and future directions for, information and knowledge computing and its applications.
Book Synopsis Digital Technologies and Applications by : Saad Motahhir
Download or read book Digital Technologies and Applications written by Saad Motahhir and published by Springer Nature. This book was released on 2022-05-05 with total page 855 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents volume 2 of selected research papers presented at the Second International Conference on Digital Technologies and Applications (ICDTA 22), held at Sidi Mohamed Ben Abdellah University, Fez, Morocco, on 28–29 January 2022. Highlighting the latest innovations in digital technologies as: Artifiscial Intelligence, Internet of things, Embedded systems, Network Technology, information processing and their applications in several areas as hybrid vehicles, renewable energy, Mechatronics, Medicine... The respective papers will encourage and inspire researchers, industry professionals, and policymakers to put these methods into practice.
Download or read book Resources in Education written by and published by . This book was released on 1998 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Data Engineering and Communication Technology by : K. Srujan Raju
Download or read book Data Engineering and Communication Technology written by K. Srujan Raju and published by Springer Nature. This book was released on 2020-01-08 with total page 949 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes selected papers presented at the 3rd International Conference on Data Engineering and Communication Technology (ICDECT-2K19), held at Stanley College of Engineering and Technology for Women, Hyderabad, from 15 to 16 March 2019. It features advanced, multidisciplinary research towards the design of smart computing, information systems, and electronic systems. It also focuses on various innovation paradigms in system knowledge, intelligence, and sustainability which can be applied to provide viable solutions to diverse problems related to society, the environment, and industry.
Book Synopsis Proceedings of the 24th International Symposium on Advancement of Construction Management and Real Estate by : Gui Ye
Download or read book Proceedings of the 24th International Symposium on Advancement of Construction Management and Real Estate written by Gui Ye and published by Springer Nature. This book was released on 2021-06-07 with total page 2252 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers various current and emerging topics in construction management and real estate. Papers selected in this book cover a wide variety of topics such as new-type urbanization, planning and construction of smart city and eco-city, urban–rural infrastructure development, land use and development, housing market and housing policy, new theory and practice of construction project management, big data application, smart construction and BIM, international construction (i.e., belt and road project), green building, off-site prefabrication, rural rejuvenation and eco-civilization and other topics related to construction management and real estate. These papers provide useful references to both scholars and practitioners. This book is the documentation of “The 24th International Symposium on Advancement of Construction Management and Real Estate,” which was held in Chongqing, China.
Book Synopsis Recent Advances in Computing Sciences by : Sophiya Sheikh
Download or read book Recent Advances in Computing Sciences written by Sophiya Sheikh and published by CRC Press. This book was released on 2023-12-21 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 1st International Conference on Recent Advances in Computing Sciences (RACS-2022) organized by the School of Computer Application, Lovely Professional University, Jalandhar, Punjab from 4th to 5th November, 2022. The conference focuses on discussing issues, exchanging ideas, and the most recent innovations towards the advancement of research in the field of Computing Sciences and Technology. All technical sessions were predominantly related to Data Science, Artificial Intelligence, Remote Sensing, Image Processing, Computer Vision, Data Forensics, Cyber Security, Computational Sciences, Simulation & Modelling, Business Analytics, and Machine Learning. The main objective of this conference is to provide a common platform for academia and industry to discuss various technological challenges and share cognitive thoughts. It provided a thought-provoking platform to discuss and disseminate novel solutions for real-world problems in a dynamic and changing technological environment. The main success of RACS-2022 is to give an opportunity for the participants to enhance their knowledge of recent computing technologies.
Book Synopsis Cooperative Design, Visualization, and Engineering by : Yuhua Luo
Download or read book Cooperative Design, Visualization, and Engineering written by Yuhua Luo and published by Springer Nature. This book was released on 2020-10-16 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 17th International Conference on Cooperative Design, Visualization, and Engineering, CDVE 2020, held in Bangkok, Thailand, in October 2020.* The 33 full papers and 7 short papers presented were carefully reviewed and selected from 74 submissions. The achievement, progress and future challenges are reported in areas such as health care, industrial design, banking IT systems, cultural activities support, operational maritime cybersecurity assurance, emotion communication, and social network data analytics. * The conference was held virtually due to the COVID-19 pandemic.
Book Synopsis Proceedings of the International Conference on Applications of Machine Intelligence and Data Analytics (ICAMIDA 2022) by : Sharvari Tamane
Download or read book Proceedings of the International Conference on Applications of Machine Intelligence and Data Analytics (ICAMIDA 2022) written by Sharvari Tamane and published by Springer Nature. This book was released on 2023-05-01 with total page 1027 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an open access book. As on date, huge volumes of data are being generated through sensors, satellites, and simulators. Modern research on data analytics and its applications reveal that several algorithms are being designed and developed to process these datasets, either through the use of sequential and parallel processes. In the current scenario of Industry 4.0, data analytics, artificial intelligence and machine learning are being used to support decisions in space and time. Further, the availability of Graphical Processing Units (GPUs) and Tensor Processing Units (TPUs) have enabled to processing of these datasets. Some of the applications of Artificial Intelligence, Machine Learning and Data Analytics are in the domains of Agriculture, Climate Change, Disaster Prediction, Automation in Manufacturing, Intelligent Transportation Systems, Health Care, Retail, Stock Market, Fashion Design, etc. The international conference on Applications of Machine Intelligence and Data Analytics aims to bring together faculty members, researchers, scientists, and industry people on a common platform to exchange ideas, algorithms, knowledge based on processing hardware and their respective application programming interfaces (APIs).
Book Synopsis International Conference on “Data Analytics, Smart Computing and Networks (IDASCN -2022)”. IDASCN -2022 is organized by the Department of CSE(Data Science) and Information Technology, Mohan Babu University (Erstwhile Sree Vidyanikethan Engineering College Autonomous, Sree Sainath Nagar, Tirupati. by : Dr K RAMANI
Download or read book International Conference on “Data Analytics, Smart Computing and Networks (IDASCN -2022)”. IDASCN -2022 is organized by the Department of CSE(Data Science) and Information Technology, Mohan Babu University (Erstwhile Sree Vidyanikethan Engineering College Autonomous, Sree Sainath Nagar, Tirupati. written by Dr K RAMANI and published by GCS PUBLISHERS. This book was released on 2022-11-25 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: International Conference on “Data Analytics, Smart Computing and Networks (IDASCN -2022)”. IDASCN -2022 is organized by the Department of CSE(Data Science) and Information Technology, Mohan Babu University (Erstwhile Sree Vidyanikethan Engineering College Autonomous, Sree Sainath Nagar, Tirupati. Dr K RAMANI,Dr K KHAJA BASEER,Dr V JYOTHSNA,Mr P BHASHA
Book Synopsis Impact of Learning Analytics on Curriculum Design and Student Performance by : Kumar Singh, Manoj
Download or read book Impact of Learning Analytics on Curriculum Design and Student Performance written by Kumar Singh, Manoj and published by IGI Global. This book was released on 2018-02-02 with total page 234 pages. Available in PDF, EPUB and Kindle. Book excerpt: The quality of students’ learning experiences is a critical concern for all educational institutions. With the assistance of modern technological advances, educational establishments have the capability to better understand the strengths and weaknesses of their learning programs. Impact of Learning Analytics on Curriculum Design and Student Performance is a critical scholarly resource that examines the connection between learning analytics and evaluations and their impact on curriculum design and student performance in educational institutions. Featuring coverage on a broad range of topics, such as academic support, large scale assessment, and educational research methods, this book is geared towards educators, professionals, school administrators, researchers, and practitioners in the field of education.
Download or read book Research in Education written by and published by . This book was released on 1970 with total page 740 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Data Engineering for Smart Systems by : Priyadarsi Nanda
Download or read book Data Engineering for Smart Systems written by Priyadarsi Nanda and published by Springer Nature. This book was released on 2021-11-13 with total page 680 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book features original papers from the 3rd International Conference on Smart IoT Systems: Innovations and Computing (SSIC 2021), organized by Manipal University, Jaipur, India, during January 22–23, 2021. It discusses scientific works related to data engineering in the context of computational collective intelligence consisted of interaction between smart devices for smart environments and interactions. Thanks to the high-quality content and the broad range of topics covered, the book appeals to researchers pursuing advanced studies.
Book Synopsis Machine Learning in Educational Sciences by : Myint Swe Khine
Download or read book Machine Learning in Educational Sciences written by Myint Swe Khine and published by Springer Nature. This book was released on with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis A Nation at Risk: The Imperative for Educational Reform (A Report to the Nation and the Secretary of Education) by : The National Co Excellence in Education
Download or read book A Nation at Risk: The Imperative for Educational Reform (A Report to the Nation and the Secretary of Education) written by The National Co Excellence in Education and published by Lulu.com. This book was released on 2013-06-03 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presents the report "A Nation at Risk: The Imperative for Educational Reform," provided by the National Commission on Excellence in Education. Includes findings and recommendations about the U.S. educational system. Lists members of the Commission and includes the Commission's charter and a schedule of its events. Contains commissioned papers, hearing testimony, and other presentations to the Commission. Offers information on notable programs and lists acknowledgments. Provides information on ordering the printed version and offers access to an ASCII version of the document for downloading. Links to the U.S. Department of Education home page and related publications.
