# Predictive Modelling with Applications: Supervised and Unsupervised Learning

- Institution: IIT Hyderabad
- Department: Computer Science and Engineering
- Teacher: Prof. Sayantee Jana
- Level: Undergraduate
- Language: English
- Subjects: Computer science, Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/106106850)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/106106850)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Introduction to Predictive Modelling](https://invisiblenetwork.ai/learn/nptel/106106850/bc9b52004489) (Video)
2. [Correlation coefficient](https://invisiblenetwork.ai/learn/nptel/106106850/c66f33f06e3d) (Video)
3. [Principal Components Analysis 1](https://invisiblenetwork.ai/learn/nptel/106106850/678db490f8c4) (Video)
4. [Principal Components Analysis 2](https://invisiblenetwork.ai/learn/nptel/106106850/658c57b6f7d0) (Video)
5. [Principal Components Analysis 3](https://invisiblenetwork.ai/learn/nptel/106106850/15ef6d05ca53) (Video)
6. [Factor Analysis - 1](https://invisiblenetwork.ai/learn/nptel/106106850/92558f75a214) (Video)
7. [Factor Analysis - 2](https://invisiblenetwork.ai/learn/nptel/106106850/4df38d7c1f7f) (Video)
8. [Factor Analysis applications with R](https://invisiblenetwork.ai/learn/nptel/106106850/d203b5c49a56) (Video)
9. [Introduction to Cluster Analysis](https://invisiblenetwork.ai/learn/nptel/106106850/b6e0aa73db67) (Video)
10. [Agglomerative Hierarchical clustering 1](https://invisiblenetwork.ai/learn/nptel/106106850/bb8c4eb06423) (Video)
11. [Hierarchical clustering](https://invisiblenetwork.ai/learn/nptel/106106850/9432696fe536) (Video)
12. [Hierarchical clustering using R examples](https://invisiblenetwork.ai/learn/nptel/106106850/ef295de2d2d6) (Video)
13. [k-means clustering](https://invisiblenetwork.ai/learn/nptel/106106850/f362689a2974) (Video)
14. [Simple linear regression 1](https://invisiblenetwork.ai/learn/nptel/106106850/a9f169d3262a) (Video)
15. [Simple linear regression 2](https://invisiblenetwork.ai/learn/nptel/106106850/8c4e1bb2c036) (Video)
16. [Multiple linear regression 1](https://invisiblenetwork.ai/learn/nptel/106106850/d2e935201531) (Video)
17. [Multiple linear regression 2](https://invisiblenetwork.ai/learn/nptel/106106850/27e4d541855e) (Video)
18. [Multiple linear Regression 3](https://invisiblenetwork.ai/learn/nptel/106106850/0d3ef7a4eb7c) (Video)
19. [Outliers 1](https://invisiblenetwork.ai/learn/nptel/106106850/5b317fa15490) (Video)
20. [Outliers 2](https://invisiblenetwork.ai/learn/nptel/106106850/f9b95c1e33d1) (Video)
21. [Outliers Detection](https://invisiblenetwork.ai/learn/nptel/106106850/d9afed225949) (Video)
22. [Regression Modelling with Categorical predictors using R](https://invisiblenetwork.ai/learn/nptel/106106850/9bf09e7193e6) (Video)
23. [Modelling Non-linear and Interaction effects in Regression using R](https://invisiblenetwork.ai/learn/nptel/106106850/525defa98673) (Video)
24. [Autocorrelation 1](https://invisiblenetwork.ai/learn/nptel/106106850/8ba165c5a457) (Video)
25. [Autocorrelation 2](https://invisiblenetwork.ai/learn/nptel/106106850/0b8acff89389) (Video)
26. [Tests for Normality 1](https://invisiblenetwork.ai/learn/nptel/106106850/6e6455f71415) (Video)
27. [Tests for Normality 2](https://invisiblenetwork.ai/learn/nptel/106106850/5486d88f6518) (Video)
28. [Multicollinearity in Regression 1](https://invisiblenetwork.ai/learn/nptel/106106850/f965b5523e48) (Video)
29. [Multicollinearity in Regression 2](https://invisiblenetwork.ai/learn/nptel/106106850/3fab5dcc54ef) (Video)
30. [Multicollinearity in Regression 3](https://invisiblenetwork.ai/learn/nptel/106106850/bacbc87ce558) (Video)
31. [Heteroscedasticity 1](https://invisiblenetwork.ai/learn/nptel/106106850/8a53c8c01605) (Video)
32. [Heteroscedasticity 2](https://invisiblenetwork.ai/learn/nptel/106106850/3398ca42ab6a) (Video)
33. [Heteroscedasticity 3](https://invisiblenetwork.ai/learn/nptel/106106850/bdced375e3b7) (Video)
34. [Variable Selection and Model Evaluation](https://invisiblenetwork.ai/learn/nptel/106106850/e9360ea90827) (Video)
35. [Case study](https://invisiblenetwork.ai/learn/nptel/106106850/dd0d1dcc0b64) (Video)
36. [Odds Ratio](https://invisiblenetwork.ai/learn/nptel/106106850/9c381065ead1) (Video)
37. [Logistic Regression 1](https://invisiblenetwork.ai/learn/nptel/106106850/b98fffe63f19) (Video)
38. [Logistic Regression 2](https://invisiblenetwork.ai/learn/nptel/106106850/824f97d319e7) (Video)
39. [Regression Disconituity Design](https://invisiblenetwork.ai/learn/nptel/106106850/01a2464e048e) (Video)