NOC:Business Analytics and Data Mining Modeling using R


Lecture 1 - Introduction


Lecture 2 - Data Mining Process


Lecture 3 - Introduction To R


Lecture 4 - Basic Statistics


Lecture 5 - Basic Statistics - Part 2


Lecture 6 - Partitioning Process


Lecture 7 - Visualization Techniques


Lecture 8 - Visualization Techniques - Part 2


Lecture 9 - Visualization Techniques - Part 3


Lecture 10 - Visualization Techniques - Part 4


Lecture 11 - Visualization Techniques - Part 5


Lecture 12 - Visualization Techniques - Part 6


Lecture 13 - Dimension Reduction Techniques


Lecture 14 - Dimension Reduction Techniques - Part 2


Lecture 15 - Dimension Reduction Techniques - Part 3


Lecture 16 - Performance Metrics


Lecture 17 - Performance Metrics - Part 2


Lecture 18 - Performance Metrics - Part 3


Lecture 19 - Performance Metrics - Part 4


Lecture 20 - Performance Metrics - Part 5


Lecture 21 - Prediction Performance


Lecture 22 - Multiple Linear Regression


Lecture 23 - Multiple Linear Regression - Part 2


Lecture 24 - Multiple Linear Regression - Part 3


Lecture 25 - Multiple Linear Regression - Part 4


Lecture 26 - Multiple Linear Regression - Part 5


Lecture 27 - Multiple Linear Regression - Part 6


Lecture 28 - Machine Learning Technique K-Nn


Lecture 29 - Machine Learning Technique K-Nn - Part 2


Lecture 30 - Machine Learning Technique K-Nn - Part 3


Lecture 31 - Naive Bayes


Lecture 32 - Naive Bayes - Part 2


Lecture 33 - Naive Bayes - Part 3


Lecture 34 - Naive Bayes - Part 4


Lecture 35 - Naive Bayes - Part 5


Lecture 36 - Classification And Regression Trees


Lecture 37 - Classification And Regression Trees - Part 2


Lecture 38 - Classification And Regression Trees - Part 3


Lecture 39 - Classification And Regression Trees - Part 4


Lecture 40 - Classification And Regression Trees - Part 5


Lecture 41 - Classification And Regression Trees - Part 6


Lecture 42 - Pruning Process


Lecture 43 - Pruning Process - Part 2


Lecture 44 - Pruning Process - Part 3


Lecture 45 - Regression Trees


Lecture 46 - Logistic Regression


Lecture 47 - Logistic Regression - Part 2


Lecture 48 - Logistic Regression - Part 3


Lecture 49 - Logistic Regression - Part 4


Lecture 50 - Logistic Regression - Part 5


Lecture 51 - Logistic Regression - Part 6


Lecture 52 - Logistic Regression - Part 7


Lecture 53 - Artificial Neural Networks


Lecture 54 - Artificial Neural Network - Part 2


Lecture 55 - Artificial Neural Network - Part 3


Lecture 56 - Artificial Neural Network - Part 4


Lecture 57 - Artificial Neural Network - Part 5


Lecture 58 - Artificial Neural Network - Part 6


Lecture 59 - Discriminant Analysis


Lecture 60 - Discriminant Analysis - Part 2