Module Name | Download |
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noc20_cs89_assignment_Week_0 | noc20_cs89_assignment_Week_0 |
noc20_cs89_assignment_Week_1 | noc20_cs89_assignment_Week_1 |
noc20_cs89_assignment_Week_10 | noc20_cs89_assignment_Week_10 |
noc20_cs89_assignment_Week_11 | noc20_cs89_assignment_Week_11 |
noc20_cs89_assignment_Week_12 | noc20_cs89_assignment_Week_12 |
noc20_cs89_assignment_Week_2 | noc20_cs89_assignment_Week_2 |
noc20_cs89_assignment_Week_3 | noc20_cs89_assignment_Week_3 |
noc20_cs89_assignment_Week_4 | noc20_cs89_assignment_Week_4 |
noc20_cs89_assignment_Week_5 | noc20_cs89_assignment_Week_5 |
noc20_cs89_assignment_Week_6 | noc20_cs89_assignment_Week_6 |
noc20_cs89_assignment_Week_7 | noc20_cs89_assignment_Week_7 |
noc20_cs89_assignment_Week_8 | noc20_cs89_assignment_Week_8 |
noc20_cs89_assignment_Week_9 | noc20_cs89_assignment_Week_9 |
Sl.No | Chapter Name | MP4 Download |
---|---|---|
1 | Lecture 1 : Intro to Data Analytics. What is Learning Analytics? | Download |
2 | Lecture 2 : Academic Analytics, and Educational Data Mining. | Download |
3 | Lecture 3 : Four Levels of Analytics | Download |
4 | Lecture 4 : Four Levels of Learning Analytics Overview -II | Download |
5 | Lecture 5 : Data Collection from Different learning environment | Download |
6 | Lecture 6 : Data collection in TELE | Download |
7 | Lecture 7 : Data Preprocessing | Download |
8 | Lecture 8 : Ethics in Learning Analytics, Student Privacy | Download |
9 | Lecture 9 : Demo of Weka | Download |
10 | Lecture 10 : Introduction to Machine Learning | Download |
11 | Lecture 11 : Introduction to Machine Learning Part 2 | Download |
12 | Lecture 12 : Training and testing data | Download |
13 | Lecture 13 : Performance Metrics-I | Download |
14 | Lecture 14 : Performance Metrics-II | Download |
15 | Lecture 15 : Performance Metrics-III | Download |
16 | Lecture 16 : Demo of Orange | Download |
17 | Lecture 17 : Descriptive Analytics | Download |
18 | Lecture 18 : Descriptive Analytics-II | Download |
19 | Lecture 19 : Charts | Download |
20 | Lecture 20 : Charts-II | Download |
21 | Lecture 21 : Charts-II | Download |
22 | Lecture 22 : Comparing Charts | Download |
23 | Lecture 23 : Descriptive Analytics – Example I | Download |
24 | Lecture 24 : Descriptive Analytics – Example II | Download |
25 | Lecture 25 : Excel tool | Download |
26 | Lecture 26 : Diagnostics Analytics | Download |
27 | Lecture 27 : Correlation | Download |
28 | Lecture 28 : Correlation Matrix | Download |
29 | Lecture 29 : Spearman’s Rank Correlation | Download |
30 | Lecture 30 : Data Mining | Download |
31 | Lecture 31 : iSAT | Download |
32 | Lecture 32 : Diagnostic Analytics - SPM | Download |
33 | Lecture 33 : Sequential pattern mining (SPM-II) | Download |
34 | Lecture 34 : Differential Sequence Mining (DSM) | Download |
35 | Lecture 35 : Process Mining | Download |
36 | Lecture 36 : Diagnostic Analytics - Clustering | Download |
37 | Lecture 37 : K-means Clustering | Download |
38 | Lecture 38 : Hierarchical Clustering | Download |
39 | Lecture 39 : Clustering - Examples | Download |
40 | Lecture 40 : Predictive Analytics | Download |
41 | Lecture 41 : Linear Regression | Download |
42 | Lecture 42 : Multiple Regression | Download |
43 | Lecture 43 : Logistic Regression | Download |
44 | Lecture 44 : Linear Regression - Example | Download |
45 | Lecture 45 : Predictive Analytics-II | Download |
46 | Lecture 46 : Naive Bayes Classifier | Download |
47 | Lecture 47 : Decision Tree | Download |
48 | Lecture 48 : Decision Tree Classifier | Download |
49 | Lecture 49 : DT, NB - Examples | Download |
50 | Lecture 50 : Text Analytics | Download |
51 | Lecture 51 : Introduction to NLP | Download |
52 | Lecture 52 : NLP-II | Download |
53 | Lecture 53 : NLP-Tools | Download |
54 | Lecture 54 : NLP-Examples | Download |
55 | Lecture 55 : Intro Multimodal Learning Analytics | Download |
56 | Lecture 56 : Affective Computing -1 | Download |
57 | Lecture 57 : Affective Computing -2 | Download |
58 | Lecture 58 : Eye Tracking | Download |
59 | Lecture 59 : Revision of Learning Analytics tools course | Download |
60 | Lecture 60 : Source of Data collection and Research Community | Download |
61 | Lecture 61 : Machine Learning tools used in industry | Download |
Sl.No | Chapter Name | English |
---|---|---|
1 | Lecture 1 : Intro to Data Analytics. What is Learning Analytics? | Download Verified |
2 | Lecture 2 : Academic Analytics, and Educational Data Mining. | Download Verified |
3 | Lecture 3 : Four Levels of Analytics | Download Verified |
4 | Lecture 4 : Four Levels of Learning Analytics Overview -II | Download Verified |
5 | Lecture 5 : Data Collection from Different learning environment | Download Verified |
6 | Lecture 6 : Data collection in TELE | Download Verified |
7 | Lecture 7 : Data Preprocessing | Download Verified |
8 | Lecture 8 : Ethics in Learning Analytics, Student Privacy | Download Verified |
9 | Lecture 9 : Demo of Weka | Download Verified |
10 | Lecture 10 : Introduction to Machine Learning | Download Verified |
11 | Lecture 11 : Introduction to Machine Learning Part 2 | Download Verified |
12 | Lecture 12 : Training and testing data | Download Verified |
13 | Lecture 13 : Performance Metrics-I | Download Verified |
14 | Lecture 14 : Performance Metrics-II | Download Verified |
15 | Lecture 15 : Performance Metrics-III | Download Verified |
16 | Lecture 16 : Demo of Orange | Download Verified |
17 | Lecture 17 : Descriptive Analytics | Download Verified |
18 | Lecture 18 : Descriptive Analytics-II | Download Verified |
19 | Lecture 19 : Charts | Download Verified |
20 | Lecture 20 : Charts-II | Download Verified |
21 | Lecture 21 : Charts-II | Download Verified |
22 | Lecture 22 : Comparing Charts | Download Verified |
23 | Lecture 23 : Descriptive Analytics – Example I | Download Verified |
24 | Lecture 24 : Descriptive Analytics – Example II | Download Verified |
25 | Lecture 25 : Excel tool | Download Verified |
26 | Lecture 26 : Diagnostics Analytics | Download Verified |
27 | Lecture 27 : Correlation | Download Verified |
28 | Lecture 28 : Correlation Matrix | Download Verified |
29 | Lecture 29 : Spearman’s Rank Correlation | Download Verified |
30 | Lecture 30 : Data Mining | Download Verified |
31 | Lecture 31 : iSAT | Download Verified |
32 | Lecture 32 : Diagnostic Analytics - SPM | Download Verified |
33 | Lecture 33 : Sequential pattern mining (SPM-II) | Download Verified |
34 | Lecture 34 : Differential Sequence Mining (DSM) | Download Verified |
35 | Lecture 35 : Process Mining | Download Verified |
36 | Lecture 36 : Diagnostic Analytics - Clustering | Download Verified |
37 | Lecture 37 : K-means Clustering | Download Verified |
38 | Lecture 38 : Hierarchical Clustering | Download Verified |
39 | Lecture 39 : Clustering - Examples | Download Verified |
40 | Lecture 40 : Predictive Analytics | Download Verified |
41 | Lecture 41 : Linear Regression | Download Verified |
42 | Lecture 42 : Multiple Regression | Download Verified |
43 | Lecture 43 : Logistic Regression | Download Verified |
44 | Lecture 44 : Linear Regression - Example | Download Verified |
45 | Lecture 45 : Predictive Analytics-II | Download Verified |
46 | Lecture 46 : Naive Bayes Classifier | Download Verified |
47 | Lecture 47 : Decision Tree | Download Verified |
48 | Lecture 48 : Decision Tree Classifier | Download Verified |
49 | Lecture 49 : DT, NB - Examples | Download Verified |
50 | Lecture 50 : Text Analytics | Download Verified |
51 | Lecture 51 : Introduction to NLP | Download Verified |
52 | Lecture 52 : NLP-II | Download Verified |
53 | Lecture 53 : NLP-Tools | Download Verified |
54 | Lecture 54 : NLP-Examples | Download Verified |
55 | Lecture 55 : Intro Multimodal Learning Analytics | Download Verified |
56 | Lecture 56 : Affective Computing -1 | Download Verified |
57 | Lecture 57 : Affective Computing -2 | Download Verified |
58 | Lecture 58 : Eye Tracking | Download Verified |
59 | Lecture 59 : Revision of Learning Analytics tools course | Download Verified |
60 | Lecture 60 : Source of Data collection and Research Community | Download Verified |
61 | Lecture 61 : Machine Learning tools used in industry | Download Verified |
Sl.No | Language | Book link |
---|---|---|
1 | English | Not Available |
2 | Bengali | Not Available |
3 | Gujarati | Not Available |
4 | Hindi | Not Available |
5 | Kannada | Not Available |
6 | Malayalam | Not Available |
7 | Marathi | Not Available |
8 | Tamil | Not Available |
9 | Telugu | Not Available |