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Course10610685039 lectures

Predictive Modelling with Applications: Supervised and Unsupervised Learning

Prof. Sayantee Jana · IIT Hyderabad

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Introduction to Predictive Modelling Video
  2. Correlation coefficient Video
  3. Principal Components Analysis 1 Video
  4. Principal Components Analysis 2 Video
  5. Principal Components Analysis 3 Video

Week 2

  1. Factor Analysis - 1 Video
  2. Factor Analysis - 2 Video
  3. Factor Analysis applications with R Video
  4. Introduction to Cluster Analysis Video
  5. Agglomerative Hierarchical clustering 1 Video

Week 3

  1. Hierarchical clustering Video
  2. Hierarchical clustering using R examples Video
  3. k-means clustering Video
  4. Simple linear regression 1 Video
  5. Simple linear regression 2 Video

Week 4

  1. Multiple linear regression 1 Video
  2. Multiple linear regression 2 Video
  3. Multiple linear Regression 3 Video
  4. Outliers 1 Video
  5. Outliers 2 Video

Week 5

  1. Outliers Detection Video
  2. Regression Modelling with Categorical predictors using R Video
  3. Modelling Non-linear and Interaction effects in Regression using R Video
  4. Autocorrelation 1 Video
  5. Autocorrelation 2 Video

Week 6

  1. Tests for Normality 1 Video
  2. Tests for Normality 2 Video
  3. Multicollinearity in Regression 1 Video
  4. Multicollinearity in Regression 2 Video
  5. Multicollinearity in Regression 3 Video

Week 7

  1. Heteroscedasticity 1 Video
  2. Heteroscedasticity 2 Video
  3. Heteroscedasticity 3 Video
  4. Variable Selection and Model Evaluation Video
  5. Case study Video

Week 8

  1. Odds Ratio Video
  2. Logistic Regression 1 Video
  3. Logistic Regression 2 Video
  4. Regression Disconituity Design Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Hyderabad
Department
Computer Science and Engineering
Teacher
Prof. Sayantee Jana
Level
Undergraduate
Language
English
Subjects
Computer science, Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge. Coordinated by IIT Madras.
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