Course12710101220 lectures
Introduction to learning analytics
Prof. Ramkumar Rajendran · IIT Bombay
Lectures
Week 1
- Lecture 1 : Introduction to Learning Analytics
- Lecture 2 : LA, EDM and Academic Analytics
- Lecture 3 : Types of Learning Analytics - I
- Lecture 4 : Types of Learning Analytics -II
Week 2
- Lecture 5 : Data Collection
- Lecture 6 : Data collection in MOOC
- Lecture 7 : Data Collection in TELE
- Lecture 8 : Multichannel Data
- Lecture 9 : Ethics and Data Privacy in LA
Week 3
- Lecture 10 : Descriptive Analytics
- Lecture 11 : Data Visualization
- Lecture 12 : YouTube Analytics Dashboard
- Lecture 13 : MOOCs Analytics Dashboard
- Lecture 14 : Predictive Analytics
Week 4
- Lecture 15 : Linear Regression
- Lecture 16 : Weka demo and how to read the results
- Lecture 17 : MOOC data for Course Project
- Lecture 18 : Summary of the Course
Live Session
Syllabus and materials
At NPTEL, as the course publishes them.
Credits and licence
- Institution
- IIT Bombay
- Department
- Multidisciplinary
- Teacher
- Prof. Ramkumar Rajendran
- Level
- Undergraduate
- Language
- English
- Source
- NPTEL
- Licence
- CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
- Attribution
- NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
- Who can watch
- NPTEL gives no rating. Invisible Network shows it to Teens profiles and older, judged from what the source says about it. How courses are placed