Modules / Lectures
Module NameDownload


Sl.No Chapter Name MP4 Download
1Lecture 1 : Intro to Data Analytics. What is Learning Analytics?Download
2Lecture 2 : Academic Analytics, and Educational Data Mining.Download
3Lecture 3 : Four Levels of AnalyticsDownload
4Lecture 4 : Four Levels of Learning Analytics Overview -IIDownload
5Lecture 5 : Data Collection from Different learning environmentDownload
6Lecture 6 : Data collection in TELEDownload
7Lecture 7 : Data PreprocessingDownload
8Lecture 8 : Ethics in Learning Analytics, Student PrivacyDownload
9Lecture 9 : Demo of WekaDownload
10Lecture 10 : Introduction to Machine LearningDownload
11Lecture 11 : Introduction to Machine Learning Part 2Download
12Lecture 12 : Training and testing dataDownload
13Lecture 13 : Performance Metrics-IDownload
14Lecture 14 : Performance Metrics-IIDownload
15Lecture 15 : Performance Metrics-IIIDownload
16Lecture 16 : Demo of Orange Download
17Lecture 17 : Descriptive AnalyticsDownload
18Lecture 18 : Descriptive Analytics-IIDownload
19Lecture 19 : ChartsDownload
20Lecture 20 : Charts-IIDownload
21Lecture 21 : Charts-IIDownload
22Lecture 22 : Comparing ChartsDownload
23Lecture 23 : Descriptive Analytics – Example IDownload
24Lecture 24 : Descriptive Analytics – Example IIDownload
25Lecture 25 : Excel toolDownload
26Lecture 26 : Diagnostics AnalyticsDownload
27Lecture 27 : CorrelationDownload
28Lecture 28 : Correlation MatrixDownload
29Lecture 29 : Spearman’s Rank CorrelationDownload
30Lecture 30 : Data MiningDownload
31Lecture 32 : Diagnostic Analytics - SPMDownload
32Lecture 33 : Sequential pattern mining (SPM-II)Download
33Lecture 34 : Differential Sequence Mining (DSM)Download
34Lecture 35 : Process MiningDownload
35Lecture 36 : Diagnostic Analytics - ClusteringDownload
36Lecture 37 : K-means ClusteringDownload
37Lecture 38 : Hierarchical ClusteringDownload
38Lecture 39 : Clustering - ExamplesDownload

Sl.No Chapter Name English
1Lecture 1 : Intro to Data Analytics. What is Learning Analytics?PDF unavailable
2Lecture 2 : Academic Analytics, and Educational Data Mining.PDF unavailable
3Lecture 3 : Four Levels of AnalyticsPDF unavailable
4Lecture 4 : Four Levels of Learning Analytics Overview -IIPDF unavailable
5Lecture 5 : Data Collection from Different learning environmentPDF unavailable
6Lecture 6 : Data collection in TELEPDF unavailable
7Lecture 7 : Data PreprocessingPDF unavailable
8Lecture 8 : Ethics in Learning Analytics, Student PrivacyPDF unavailable
9Lecture 9 : Demo of WekaPDF unavailable
10Lecture 10 : Introduction to Machine LearningPDF unavailable
11Lecture 11 : Introduction to Machine Learning Part 2PDF unavailable
12Lecture 12 : Training and testing dataPDF unavailable
13Lecture 13 : Performance Metrics-IPDF unavailable
14Lecture 14 : Performance Metrics-IIPDF unavailable
15Lecture 15 : Performance Metrics-IIIPDF unavailable
16Lecture 16 : Demo of Orange PDF unavailable
17Lecture 17 : Descriptive AnalyticsPDF unavailable
18Lecture 18 : Descriptive Analytics-IIPDF unavailable
19Lecture 19 : ChartsPDF unavailable
20Lecture 20 : Charts-IIPDF unavailable
21Lecture 21 : Charts-IIPDF unavailable
22Lecture 22 : Comparing ChartsPDF unavailable
23Lecture 23 : Descriptive Analytics – Example IPDF unavailable
24Lecture 24 : Descriptive Analytics – Example IIPDF unavailable
25Lecture 25 : Excel toolPDF unavailable
26Lecture 26 : Diagnostics AnalyticsPDF unavailable
27Lecture 27 : CorrelationPDF unavailable
28Lecture 28 : Correlation MatrixPDF unavailable
29Lecture 29 : Spearman’s Rank CorrelationPDF unavailable
30Lecture 30 : Data MiningPDF unavailable
31Lecture 32 : Diagnostic Analytics - SPMPDF unavailable
32Lecture 33 : Sequential pattern mining (SPM-II)PDF unavailable
33Lecture 34 : Differential Sequence Mining (DSM)PDF unavailable
34Lecture 35 : Process MiningPDF unavailable
35Lecture 36 : Diagnostic Analytics - ClusteringPDF unavailable
36Lecture 37 : K-means ClusteringPDF unavailable
37Lecture 38 : Hierarchical ClusteringPDF unavailable
38Lecture 39 : Clustering - ExamplesPDF unavailable


Sl.No Language Book link
1EnglishNot Available
2BengaliNot Available
3GujaratiNot Available
4HindiNot Available
5KannadaNot Available
6MalayalamNot Available
7MarathiNot Available
8TamilNot Available
9TeluguNot Available