Course or series
Learning Analytics Tools
NPTEL — National Programme on Technology Enhanced Learning
Lecture 1 : Intro to Data Analytics. What is Learning Analytics?
“Lecture 1 : Intro to Data Analytics. What is Learning Analytics?” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 2 : Academic Analytics, and Educational Data Mining.
“Lecture 2 : Academic Analytics, and Educational Data Mining.” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 3 : Four Levels of Analytics
“Lecture 3 : Four Levels of Analytics” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 4 : Four Levels of Learning Analytics Overview -II
“Lecture 4 : Four Levels of Learning Analytics Overview -II” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 5 : Data Collection from Different learning environment
“Lecture 5 : Data Collection from Different learning environment” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 6 : Data collection in TELE
“Lecture 6 : Data collection in TELE” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 7 : Data Preprocessing
“Lecture 7 : Data Preprocessing” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 8 : Ethics in Learning Analytics, Student Privacy
“Lecture 8 : Ethics in Learning Analytics, Student Privacy” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 9 : Introduction to Data Preprocessing
“Lecture 9 : Introduction to Data Preprocessing” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 10 : Major Tasks in Data Preprocessing
“Lecture 10 : Major Tasks in Data Preprocessing” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 11 : Missing Data Handling
“Lecture 11 : Missing Data Handling” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 12 : Outliers, Categorical Data Encoding and Data Transformation
“Lecture 12 : Outliers, Categorical Data Encoding and Data Transformation” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 13 : Demo of Weka
“Lecture 13 : Demo of Weka” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 14 : Introduction to Machine Learning
“Lecture 14 : Introduction to Machine Learning” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 15 : Introduction to Machine Learning Part 2
“Lecture 15 : Introduction to Machine Learning Part 2” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 16 : Training and testing data
“Lecture 16 : Training and testing data” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 17 : Performance Metrics-I
“Lecture 17 : Performance Metrics-I” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 18 : Performance Metrics-II
“Lecture 18 : Performance Metrics-II” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 19 : Performance Metrics-III
“Lecture 19 : Performance Metrics-III” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 20 : Demo of Orange
“Lecture 20 : Demo of Orange” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 21 : Descriptive Analytics
“Lecture 21 : Descriptive Analytics” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 22 : Descriptive Analytics-II
“Lecture 22 : Descriptive Analytics-II” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 23 : Charts
“Lecture 23 : Charts” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 24 : Charts-II
“Lecture 24 : Charts-II” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 25 : Charts-II
“Lecture 25 : Charts-II” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 26 : Comparing Charts
“Lecture 26 : Comparing Charts” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 27 : Descriptive Analytics – Example I
“Lecture 27 : Descriptive Analytics – Example I” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 28 : Descriptive Analytics – Example II
“Lecture 28 : Descriptive Analytics – Example II” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 29 : Excel tool
“Lecture 29 : Excel tool” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 30 : Diagnostics Analytics
“Lecture 30 : Diagnostics Analytics” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 31 : Correlation
“Lecture 31 : Correlation” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 32 : Correlation Matrix
“Lecture 32 : Correlation Matrix” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 33 : Spearman’s Rank Correlation
“Lecture 33 : Spearman’s Rank Correlation” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 34 : Data Mining
“Lecture 34 : Data Mining” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 35 : iSAT
“Lecture 35 : iSAT” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 36 : Diagnostic Analytics - SPM
“Lecture 36 : Diagnostic Analytics - SPM” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 37 : Sequential pattern mining (SPM-II)
“Lecture 37 : Sequential pattern mining (SPM-II)” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 38 : Differential Sequence Mining (DSM)
“Lecture 38 : Differential Sequence Mining (DSM)” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 39 : Process Mining
“Lecture 39 : Process Mining” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 40 : Diagnostic Analytics - Clustering
“Lecture 40 : Diagnostic Analytics - Clustering” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 41 : K-means Clustering
“Lecture 41 : K-means Clustering” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 42 : Hierarchical Clustering
“Lecture 42 : Hierarchical Clustering” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 43 : Clustering - Examples
“Lecture 43 : Clustering - Examples” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 44 : Predictive Analytics
“Lecture 44 : Predictive Analytics” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 45 : Linear Regression
“Lecture 45 : Linear Regression” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 46 : Multiple Regression
“Lecture 46 : Multiple Regression” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 47 : Logistic Regression
“Lecture 47 : Logistic Regression” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 48 : Linear Regression - Example
“Lecture 48 : Linear Regression - Example” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 49 : Predictive Analytics-II
“Lecture 49 : Predictive Analytics-II” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 50 : Naive Bayes Classifier
“Lecture 50 : Naive Bayes Classifier” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 51 : Decision Tree
“Lecture 51 : Decision Tree” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 52 : Decision Tree Classifier
“Lecture 52 : Decision Tree Classifier” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 53 : DT, NB - Examples
“Lecture 53 : DT, NB - Examples” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 54 : Text Analytics
“Lecture 54 : Text Analytics” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 55 : Introduction to NLP
“Lecture 55 : Introduction to NLP” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 56 : NLP-II
“Lecture 56 : NLP-II” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 57 : NLP-Tools
“Lecture 57 : NLP-Tools” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 58 : NLP-Examples
“Lecture 58 : NLP-Examples” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 59 : Intro Multimodal Learning Analytics
“Lecture 59 : Intro Multimodal Learning Analytics” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 60 : Affective Computing -1
“Lecture 60 : Affective Computing -1” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 61 : Affective Computing -2
“Lecture 61 : Affective Computing -2” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 62 : Eye Tracking
“Lecture 62 : Eye Tracking” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 63 : Revision of Learning Analytics tools course
“Lecture 63 : Revision of Learning Analytics tools course” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 64 : Source of Data collection and Research Community
“Lecture 64 : Source of Data collection and Research Community” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.
NPTEL — National Programme on Technology Enhanced Learning
Lecture 65 : Machine Learning tools used in industry
“Lecture 65 : Machine Learning tools used in industry” is listed in Learning Analytics Tools. Its place in the course provides the learning context; an individual account of the lecture's content has not yet been checked.