# Data Mining

- Institution: IIT Kharagpur
- Department: Computer Science and Engineering
- Teacher: Prof. Pabitra Mitra
- Level: Undergraduate
- Language: English
- Subjects: Computer science, Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/106105174)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/106105174)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Lecture 1 Introduction, Knowledge Discovery Process](https://invisiblenetwork.ai/learn/nptel/106105174/c0699f9c8fa5) (Video)
2. [Lecture 2 Data Preprocessing - I](https://invisiblenetwork.ai/learn/nptel/106105174/5fa84e867237) (Video)
3. [Lecture 3 Data Preprocessing - II](https://invisiblenetwork.ai/learn/nptel/106105174/853e631d7f40) (Video)
4. [Lecture 4 Association Rules](https://invisiblenetwork.ai/learn/nptel/106105174/0830cf6d1148) (Video)
5. [Lecture 5 Apriori algorithm](https://invisiblenetwork.ai/learn/nptel/106105174/939ba802b329) (Video)
6. [Lecture 6 : Rule generation](https://invisiblenetwork.ai/learn/nptel/106105174/c8116b80ea51) (Video)
7. [Lecture 7 : Classification](https://invisiblenetwork.ai/learn/nptel/106105174/0e1a780c2e21) (Video)
8. [Lecture 8 : Decision Tree - I](https://invisiblenetwork.ai/learn/nptel/106105174/bd4b27d57e87) (Video)
9. [Lecture 9 : Decision Tree - II](https://invisiblenetwork.ai/learn/nptel/106105174/026b191e68cb) (Video)
10. [Lecture 10 : Decision Tree III](https://invisiblenetwork.ai/learn/nptel/106105174/2e1a610d24c1) (Video)
11. [Lecture 11 : Decision Tree IV](https://invisiblenetwork.ai/learn/nptel/106105174/57c02812527e) (Video)
12. [Lecture 12 : Bayes Classifier I](https://invisiblenetwork.ai/learn/nptel/106105174/32c205d0dfb9) (Video)
13. [Lecture 13 : Bayes Classifier II](https://invisiblenetwork.ai/learn/nptel/106105174/07f8874165bf) (Video)
14. [Lecture 14 : Bayes Classifier III](https://invisiblenetwork.ai/learn/nptel/106105174/69be79ac2215) (Video)
15. [Lecture 15 : Bayes Classifier IV](https://invisiblenetwork.ai/learn/nptel/106105174/b91e23a1ccf6) (Video)
16. [Lecture 16 : Bayes Classifier V](https://invisiblenetwork.ai/learn/nptel/106105174/99484415e89c) (Video)
17. [Lecture 17 : K Nearest Neighbor I](https://invisiblenetwork.ai/learn/nptel/106105174/f696604a6fe2) (Video)
18. [Lecture 18 : K Nearest Neighbor II](https://invisiblenetwork.ai/learn/nptel/106105174/ea0e6425e578) (Video)
19. [Lecture 19: K Nearest Neighbor III](https://invisiblenetwork.ai/learn/nptel/106105174/0c3becb5c213) (Video)
20. [Lecture 20: K Nearest Neighbor IV](https://invisiblenetwork.ai/learn/nptel/106105174/d3609e047a17) (Video)
21. [Lecture 21: K Nearest Neighbor V](https://invisiblenetwork.ai/learn/nptel/106105174/155c9b23b5b4) (Video)
22. [Lecture 22 : Support Vector Machine I](https://invisiblenetwork.ai/learn/nptel/106105174/e55cc8224aaa) (Video)
23. [Lecture 23 : Support Vector Machine II](https://invisiblenetwork.ai/learn/nptel/106105174/514eb2ed0f4b) (Video)
24. [Lecture 24 : Support Vector Machine III](https://invisiblenetwork.ai/learn/nptel/106105174/a7e0204a9ae3) (Video)
25. [Lecture 25 : Support Vector Machine IV](https://invisiblenetwork.ai/learn/nptel/106105174/146a022e0f17) (Video)
26. [Lecture 26 : Support Vector Machine V](https://invisiblenetwork.ai/learn/nptel/106105174/50709b8af0c2) (Video)
27. [Lecture 27: Kernel Machines](https://invisiblenetwork.ai/learn/nptel/106105174/a0a37429af0a) (Video)
28. [Lecture 28: Artificial Neural Networks I](https://invisiblenetwork.ai/learn/nptel/106105174/3f7aa1633371) (Video)
29. [Lecture 29:Artificial Neural Networks II](https://invisiblenetwork.ai/learn/nptel/106105174/027861afe4c3) (Video)
30. [Lecture 30: Artificial Neural Networks III](https://invisiblenetwork.ai/learn/nptel/106105174/2c53707ef3d8) (Video)
31. [Lecture 31: Artificial Neural Networks IV](https://invisiblenetwork.ai/learn/nptel/106105174/f4fca95995d4) (Video)
32. [Lecture 32: Clustering I](https://invisiblenetwork.ai/learn/nptel/106105174/1a446ae78f39) (Video)
33. [Lecture 33: Clustering II](https://invisiblenetwork.ai/learn/nptel/106105174/bcc444d643d5) (Video)
34. [Lecture 34: Clustering III](https://invisiblenetwork.ai/learn/nptel/106105174/d98ff23cfef4) (Video)
35. [Lecture 35: Clustering IV](https://invisiblenetwork.ai/learn/nptel/106105174/1259c8dfdd55) (Video)
36. [Lecture 36: Clustering V](https://invisiblenetwork.ai/learn/nptel/106105174/9585f8eaabfd) (Video)
37. [Lecture 37 : Regression I](https://invisiblenetwork.ai/learn/nptel/106105174/48f80384b7f0) (Video)
38. [Lecture 38 : Regression II](https://invisiblenetwork.ai/learn/nptel/106105174/64b8002c599b) (Video)
39. [Lecture 39 : Regression III](https://invisiblenetwork.ai/learn/nptel/106105174/f6e1f86fc0df) (Video)
40. [Lecture 40 : Regression IV](https://invisiblenetwork.ai/learn/nptel/106105174/d8206baa7f35) (Video)
41. [Lecture 41 : Dimensionality Reduction - I](https://invisiblenetwork.ai/learn/nptel/106105174/d90df3727c03) (Video)
42. [Lecture 42 : Dimensionality Reduction - II](https://invisiblenetwork.ai/learn/nptel/106105174/739524f5beaf) (Video)
43. [Lecture 43 : Tutorial](https://invisiblenetwork.ai/learn/nptel/106105174/323298987960) (Video)