Introduction To Learning Analytics

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Free Online Course: Introduction To Learning Analytics provided by Swayam is a comprehensive online course, which lasts for 4 weeks long. The course is taught in English and is free of charge. Upon completion of the course, you can receive an e-certificate from Swayam. Introduction To Learning Analytics is taught by Prof.Ramkumar Rajendran.

Overview
  • Learning analytics is a method to collect, measure, analysis and reporting of data about learners and their interactions with a learning environment. Learning analytics is applying analytics on educational data to infer the student learning process and to provide support. This is an introduction and a first course in the series of learning analytics courses that will be offered in coming semesters. Learning analytics is important course in the data era and it will help the learner to apply analytics on data from education domain and also in other relevant domain.
    INTENDED AUDIENCE: Computer Science, ECE, Electrical Engg, Biotechnology PREREQUISITES:Basics in Probability, Beginner level programming skill

Syllabus
  • COURSE LAYOUT

    Week 1:
    What is LA! Definition and how it relates to Academic Analytics and EDM Learning Analytics
    Big-Picture.How it is related to ML, EDM
    Four Levels of Learning AnalyticsOverviewWeek 2:
    Data Collection – How Big is Education data
    Data Collection from Learning Environments
    Pre-Processing Ethics in Learning Analytics
    Student PrivacyWeek 3:
    Descriptive Analytics,
    Data Visualization,
    Example
    Dashboard Analytics,
    Week 4:
    Predictive Analytics,
    Linear Regression, Analytics Tools,
    Demo of Weka/Rapidminer,
    Demo of Linear Regression using Weka