• AMEET

This paper contains information related to the Big Data, Data Analytics, Machine Learning and Deep Learning Models. Also, it covers some auspicious aspects of different learning processes. Currently Higher Education System is facing issues such as deterioration of teaching practices, quality education and students showing poor performance in academics as well as their overall development. In order to deal with all such issues, Learning Processes come up in the Education through Educational Data Mining, Recommender System and Adaptive Learning. They use various tools like LOCO Analyst and SPSS, which basically predict on the basis of inputs on such previous performance. These investigation surely enables teachers and institution management to make better educated choices through various strategies such as visualization,involvement of intelligent tutoring systems, feedback mechanism. This paper describes a reference model of Learning Analytics based on four dimensions (a) What kind of data and environment require? (b) Who all are the stakeholders (c) what are the Objectives (d)methods and techniques. In another section review publications on Learning Analytics in education and Map according to reference model. Further, section discusses challenges and opportunities in the field of LA.

Learning Analytics, Educational Data Mining, Recommender System and Adaptive Learning, clustering.

" Intelligent Tutorial Prediction Assessment in Educational Records using Learning Analytics", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.6, Issue 2, page no.710-714, February-2019, Available :http://www.jetir.org/papers/JETIR1902293.pdf

" Intelligent Tutorial Prediction Assessment in Educational Records using Learning Analytics", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.6, Issue 2, page no. pp710-714, February-2019, Available at : http://www.jetir.org/papers/JETIR1902293.pdf