Learning Analytics Tools

Course Duration : 12 weeks

@VTU COE

0.0
(0) 146 Students

What you will learn

  • Multidisplinary

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.

play
Lecture 5 : Data Collection from Different learning environment
Preview 27:57
play
Lecture 6 : Data collection in TELE
Preview 12:59
play
Lecture 7 : Data Preprocessing
Preview 08:46
play
Lecture 8 : Ethics in Learning Analytics, Student Privacy
Preview 23:58
play
Lecture 9 : Demo of Weka
Preview 08:01

play
Lecture 10 : Introduction to Machine Learning
Preview 13:17
play
Lecture 11 : Introduction to Machine Learning Part 2
Preview 23:26
play
Lecture 12 : Training and testing data
Preview 16:05
play
Lecture 13 : Performance Metrics-I
Preview 09:09
play
Lecture 14 : Performance Metrics-II
Preview 15:39
play
Lecture 15 : Performance Metrics-III
Preview 19:40
play
Lecture 16 : Demo of Orange
Preview 04:26

play
Lecture 17 : Descriptive Analytics
Preview 16:20
play
Lecture 18 : Descriptive Analytics-II
Preview 06:02
play
Lecture 19 : Charts
Preview 09:09
play
Lecture 20 : Charts-II
Preview 09:36
play
Lecture 21 : Charts-II
Preview 13:46
play
Lecture 22 : Comparing Charts
Preview 09:07
play
Lecture 23 : Descriptive Analytics - Example I
Preview 08:53
play
Lecture 24 : Descriptive Analytics - Example II
Preview 07:12
play
Lecture 25 : Excel tool
Preview 18:00

play
Lecture 26 : Diagnostics Analytics
Preview 06:09
play
Lecture 27 : Correlation
Preview 11:28
play
Lecture 28 : Correlation Matrix
Preview 13:11
play
Lecture 29 : Spearman's Rank Correlation
Preview 17:46
play
Lecture 30 : Data Mining
Preview 16:13
play
Lecture 31 : iSAT
Preview 04:42

play
Lecture 32 : Diagnostic Analytics - SPM
Preview 17:47
play
Lecture 33 : Sequential pattern mining (SPM-II)
Preview 17:26
play
Lecture 34 : Differential Sequence Mining (DSM)
Preview 11:10
play
Lecture 35 : Process Mining
Preview 25:01

play
Lecture 36 : Diagnostic Analytics - Clustering
Preview 05:47
play
Lecture 37 : K-means Clustering
Preview 25:04
play
Lecture 38 : Hierarchical Clustering
Preview 12:18
play
Lecture 39 : Clustering - Examples
Preview 10:41

play
Lecture 40 : Predictive Analytics
Preview 10:07
play
Lecture 41 : Linear Regression
Preview 13:20
play
Lecture 42 : Multiple Regression
Preview 14:01
play
Lecture 43 : Logistic Regression
Preview 10:01
play
Lecture 44 : Linear Regression - Example
Preview 10:53

play
Lecture 45 : Predictive Analytics-II
Preview 12:08
play
Lecture 46 : Naive Bayes Classifier
Preview 15:42
play
Lecture 47 : Decision Tree
Preview 07:47
play
Lecture 48 : Decision Tree Classifier
Preview 18:58
play
Lecture 49 : DT, NB - Examples
Preview 10:23

play
Lecture 50 : Text Analytics
Preview 07:17
play
Lecture 51 : Introduction to NLP
Preview 19:54
play
Lecture 52 : NLP-II
Preview 17:10
play
Lecture 53 : NLP-Tools
Preview 14:55
play
Lecture 54 : NLP-Examples
Preview 07:02

play
Lecture 55 : Intro Multimodal Learning Analytics
Preview 07:07
play
Lecture 56 : Affective Computing -1
Preview 18:19
play
Lecture 57 : Affective Computing -2
Preview 36:31
play
Lecture 58 : Eye Tracking
Preview 22:07

play
Lecture 59 : Revision of Learning Analytics tools course
Preview 38:28
play
Lecture 60 : Source of Data collection and Research Community
Preview 18:23
play
Lecture 61 : Machine Learning tools used in industry
Preview 10:01

play
Live Session 16-08-2021
Preview 55:15
play
Live Session 09-08-2021
Preview 21:09
play
Live Session 14-10-2021
Preview 34:00
play
Live Session 07-10-2020
Preview 57:35
play
Live Session 28-10-2020
Preview 56:35
play
Live Session 18-11-2020
Preview 53:20
play
Live Session 12-02-2020
Preview 40:10
img
Balaskanda AV

When is the exam

2 months ago
0

0.0

0 Reviews

5
0
4
0
3
0
2
0
1
0
Meet Your Instructor
@VTU COE
img

Instructor
0.0 Rating
40 Students
718 Courses
About Instructor

VTU is one of the largest Technological Universities in India with 24 years of Tradition of excellence in Engineering & Technical Education, Research and Innovations. It came into existence in the year 1998 to cater the needs of Indian industries for trained technical manpower with practical experience and sound theoretical knowledge.

video

Free

  • Course Duration
    19 h 49 m 29 s
  • Course Level
    Intermediate
  • Student Enrolled
    146
  • Language
    English
This Course Includes
  • 19 h 49 m 29 s Video Lectures
  • 0 Quizzes
  • 0 Assignments
  • 0 Downloadable Resources
  • Full Lifetime Access
  • Certificate of Completion