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Artificial Intelligence: A Universal Virtual Tool to Augment Tutoring in Higher Education

K Hemachandran, Priti Verma, Purvi Pareek, Nidhi Arora, Korupalli V Rajesh Kumar, Tariq Ahamed Ahanger, Anil Audumbar Pise, Rajnish Ratna

2022Computational Intelligence and Neuroscience91 citationsDOIOpen Access PDF

Abstract

Artificial intelligence is an emerging technology that revolutionizes human lives. Despite the fact that this technology is used in higher education, many professors are unaware of it. In this current scenario, there is a huge need to arise, implement information bridge technology, and enhance communication in the classroom. Through this paper, the authors try to predict the future of higher education with the help of artificial intelligence. This research article throws light on the current education system the problems faced by the subject faculties, students, changing government rules, and regulations in the educational sector. Various arguments and challenges on the implementation of artificial intelligence are prevailing in the educational sector. In this concern, we have built a use case model by using a student assessment data of our students and then built a synthesized using generative adversarial network (GAN). The dataset analyzed, visualized, and fed to different machine learning algorithms such as logistic Regression (LR), linear discriminant analysis (LDA), K-nearest neighbors (KNN), classification and regression trees (CART), naive Bayes (NB), support vector machines (SVM), and finally random forest (RF) algorithm and achieved a maximum accuracy of 58%. This article aims to bridge the gap between human lecturers and the machine. We are also concerned about the psychological emotions of the faculty and the students when artificial intelligence takes control.

Topics & Concepts

Artificial intelligenceComputer scienceSupport vector machineNaive Bayes classifierMachine learningLinear discriminant analysisBridge (graph theory)Government (linguistics)Random forestLogistic regressionInternal medicineMedicineLinguisticsPhilosophyEngineering Education and TechnologyOnline Learning and AnalyticsArtificial Intelligence in Healthcare and Education
Artificial Intelligence: A Universal Virtual Tool to Augment Tutoring in Higher Education | Litcius