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IIT Bombay - Learning Analytics Tools by NPTEL 

  • Offered byNPTEL

Learning Analytics Tools by NPTEL
 at 
NPTEL 
Overview

Offered by Indian Institute of Technology Bombay and NPTEL

Duration

12 weeks

Mode of learning

Online

Difficulty level

Beginner

Official Website

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Credential

Certificate

Learning Analytics Tools by NPTEL
 at 
NPTEL 
Highlights

  • Offered by IIT Bombay
  • Final score comprises of 25% of average of best 8 assignments and 75% of the proctored certification exam score out of 100
  • Enrollments start from 20 July 2020
  • Course conducted by Prof. Ramkumar Rajendran (IIT Bombay alumni)
  • Enroll for free
  • Pay for Certification Examination
Read more
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Learning Analytics Tools by NPTEL
 at 
NPTEL 
Course details

More about this course
  • 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. Learning analytics is important course in the data era and it will help the learner to apply analytics on data from education domain and help the students to learn.

Learning Analytics Tools by NPTEL
 at 
NPTEL 
Curriculum

Week 1: Intro To Data Analytics

Week 2: Data Collection from Different learning environment

Week 3: Intro to Machine Learning

Week 4: Descriptive Analytics

Week 5: Intro to iSAT

Week 6: Sequential Pattern Mining

Week 7: Predictive Analytics

Week 8: Decision Tree

Week 9: Clustering

Week 10: Text analytics

Week 11: Intro Multimodal Learning Analytics

Week 12: Advanced topics in LA

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Learning Analytics Tools by NPTEL
 at 
NPTEL 

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