Litcius/Paper detail

Role of Machine Learning in Modern Education and Teaching

Latika Kharb, Prateek Singh

2020Advances in educational technologies and instructional design book series27 citationsDOI

Abstract

Computers are being utilized in field in education for many years. In last few decades, research within the field of artificial intelligence (AI) is positively affecting educational application. Advanced machine learning and deep learning techniques could be used for extracting knowledgeable information from crude information. In this chapter, the authors have analysed the impact of artificial intelligence in the education domain. The authors will discuss how with the development of machine learning techniques in last few decades, machine learning models can anticipate student performance. By learning about every student, models can identify the shortcomings. Then the authors will propose different approaches to improve student performance. Teachers can also use this model to understand student perception levels in a better way so that they can modulate their lectures according to student perception levels.

Topics & Concepts

Field (mathematics)Computer scienceArtificial intelligencePerceptionDomain (mathematical analysis)Deep learningMachine learningMathematics educationData sciencePsychologyMathematical analysisPure mathematicsNeuroscienceMathematicsOnline Learning and AnalyticsExplainable Artificial Intelligence (XAI)Machine Learning and Data Classification