# Business analytics and data mining Modeling using R

- Institution: IIT Roorkee
- Department: Management
- Teacher: Prof. Gaurav Dixit
- Level: Undergraduate
- Language: English
- Subjects: Business and management
- Source: [NPTEL](https://nptel.ac.in/courses/110107092)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/110107092)
- 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](https://invisiblenetwork.ai/learn/nptel/110107092/ca65c4840743) (Video)
2. [Lecture 2 DATA MINING PROCESS](https://invisiblenetwork.ai/learn/nptel/110107092/bce6bdf3d4eb) (Video)
3. [Lecture 3 INTRODUCTION TO R](https://invisiblenetwork.ai/learn/nptel/110107092/c5e3f1380edd) (Video)
4. [Lecture 4 BASIC STATISTICS](https://invisiblenetwork.ai/learn/nptel/110107092/9ff412b4fbf4) (Video)
5. [Lecture 5 BASIC STATISTICS PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/6dcde8aa5ffa) (Video)
6. [Lecture 6 PARTITIONING PROCESS](https://invisiblenetwork.ai/learn/nptel/110107092/abe4e96c6d2a) (Video)
7. [Lecture 7 VISUALIZATION TECHNIQUES](https://invisiblenetwork.ai/learn/nptel/110107092/e802ef54aafe) (Video)
8. [Lecture 8 VISUALIZATION TECHNIQUES PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/fa2526fa0bf2) (Video)
9. [Lecture 9 VISUALIZATION TECHNIQUES PART-3](https://invisiblenetwork.ai/learn/nptel/110107092/4354bcbc2e13) (Video)
10. [Lecture 10 VISUALIZATION TECHNIQUES PART-4](https://invisiblenetwork.ai/learn/nptel/110107092/df43139a7519) (Video)
11. [Lecture 11 VISUALIZATION TECHNIQUES PART-5](https://invisiblenetwork.ai/learn/nptel/110107092/d28e97470980) (Video)
12. [Lecture 12 VISUALIZATION TECHNIQUES PART-6](https://invisiblenetwork.ai/learn/nptel/110107092/473c730e9db9) (Video)
13. [Lecture 13 DIMENSION REDUCTION TECHNIQUES](https://invisiblenetwork.ai/learn/nptel/110107092/76aa86f55a5a) (Video)
14. [Lecture 14 DIMENSION REDUCTION TECHNIQUES PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/b84bca40f6be) (Video)
15. [Lecture 15 DIMENSION REDUCTION TECHNIQUES PART-3](https://invisiblenetwork.ai/learn/nptel/110107092/6bcf6c79d2ec) (Video)
16. [Lecture 16 PERFORMANCE METRICS](https://invisiblenetwork.ai/learn/nptel/110107092/ec21e570b6b8) (Video)
17. [Lecture 17 PERFORMANCE METRICS PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/8ca29c7e70b8) (Video)
18. [Lecture 18 PERFORMANCE METRICS PART-3](https://invisiblenetwork.ai/learn/nptel/110107092/bc3fbcf12814) (Video)
19. [Lecture 19 PERFORMANCE METRICS PART-4](https://invisiblenetwork.ai/learn/nptel/110107092/7ecc556a72f0) (Video)
20. [Lecture 20 PERFORMANCE METRICS PART-5](https://invisiblenetwork.ai/learn/nptel/110107092/c014471cb95b) (Video)
21. [Lecture 21 PREDICTION PERFORMANCE](https://invisiblenetwork.ai/learn/nptel/110107092/4a090172e623) (Video)
22. [Lecture 22 MULTIPLE LINEAR REGRESSION](https://invisiblenetwork.ai/learn/nptel/110107092/53f4d71ba00a) (Video)
23. [Lecture 23 MULTIPLE LINEAR REGRESSION PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/16a065138711) (Video)
24. [Lecture 24 MULTIPLE LINEAR REGRESSION PART-3](https://invisiblenetwork.ai/learn/nptel/110107092/9cd0e6ada35e) (Video)
25. [Lecture 25 MULTIPLE LINEAR REGRESSION PART-4](https://invisiblenetwork.ai/learn/nptel/110107092/fdf227bae748) (Video)
26. [Lecture 26 MULTIPLE LINEAR REGRESSION PART-5](https://invisiblenetwork.ai/learn/nptel/110107092/b5f8abc6025e) (Video)
27. [Lecture 27 MULTIPLE LINEAR REGRESSION PART-6](https://invisiblenetwork.ai/learn/nptel/110107092/2211127fd029) (Video)
28. [Lecture 28 MACHINE LEARNING TECHNIQUE K- NN](https://invisiblenetwork.ai/learn/nptel/110107092/46a0ec3e0903) (Video)
29. [Lecture 29 MACHINE LEARNING TECHNIQUE K- NN PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/dc00c562007e) (Video)
30. [Lecture 30 MACHINE LEARNING TECHNIQUE K-NN PART-3](https://invisiblenetwork.ai/learn/nptel/110107092/fa928bc20615) (Video)
31. [Lecture 31 NAIVE BAYES](https://invisiblenetwork.ai/learn/nptel/110107092/72ff2e4a9627) (Video)
32. [Lecture 32 NAIVE BAYES PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/21abf57bb080) (Video)
33. [Lecture 33 NAIVE BAYES PART-3](https://invisiblenetwork.ai/learn/nptel/110107092/45e73a7ae368) (Video)
34. [Lecture 34 NAIVE BAYES PART-4](https://invisiblenetwork.ai/learn/nptel/110107092/f5b5cde94cb8) (Video)
35. [Lecture 35 NAIVE BAYES PART-5](https://invisiblenetwork.ai/learn/nptel/110107092/5c927e3c9d15) (Video)
36. [Lecture 36 CLASSIFICATION AND REGRESSION TREES](https://invisiblenetwork.ai/learn/nptel/110107092/2d71d5bd73c3) (Video)
37. [Lecture 37 CLASSIFICATION AND REGRESSION TREES PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/dd100d6ed3b0) (Video)
38. [Lecture 38 CLASSIFICATION AND REGRESSION TREES PART-3](https://invisiblenetwork.ai/learn/nptel/110107092/168447b6ceef) (Video)
39. [Lecture 39 CLASSIFICATION AND REGRESSION TREES PART-4](https://invisiblenetwork.ai/learn/nptel/110107092/c3d423e0198f) (Video)
40. [Lecture 40 CLASSIFICATION AND REGRESSION TREES PART-5](https://invisiblenetwork.ai/learn/nptel/110107092/8dc063fc5176) (Video)
41. [Lecture 41 CLASSIFICATION AND REGRESSION TREES PART-6](https://invisiblenetwork.ai/learn/nptel/110107092/bba3a8c03b54) (Video)
42. [Lecture 42 PRUNING PROCESS](https://invisiblenetwork.ai/learn/nptel/110107092/6650eb76eb53) (Video)
43. [Lecture 43 PRUNING PROCESS PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/b68ca7e5f78d) (Video)
44. [Lecture 44 PRUNING PROCESS PART-3](https://invisiblenetwork.ai/learn/nptel/110107092/c365e2261eb4) (Video)
45. [Lecture 45 REGRESSION TREES](https://invisiblenetwork.ai/learn/nptel/110107092/4030565552aa) (Video)
46. [Lecture 46 LOGISTIC REGRESSION](https://invisiblenetwork.ai/learn/nptel/110107092/bf9dedfc9f4d) (Video)
47. [Lecture 47 LOGISTIC REGRESSION PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/fe46d9b38aad) (Video)
48. [Lecture 48 LOGISTIC REGRESSION PART-3](https://invisiblenetwork.ai/learn/nptel/110107092/17d22ed33c4f) (Video)
49. [Lecture 49 LOGISTIC REGRESSION PART-4](https://invisiblenetwork.ai/learn/nptel/110107092/4771edb83345) (Video)
50. [Lecture 50 LOGISTIC REGRESSION PART-5](https://invisiblenetwork.ai/learn/nptel/110107092/3f0ca5c0e2df) (Video)
51. [Lecture 51 LOGISTIC REGRESSION PART-6](https://invisiblenetwork.ai/learn/nptel/110107092/715f7aba0a6e) (Video)
52. [Lecture 52 LOGISTIC REGRESSION PART-7](https://invisiblenetwork.ai/learn/nptel/110107092/c2de3b2d7f5d) (Video)
53. [Lecture 53 ARTIFICIAL NEURAL NETWORKS](https://invisiblenetwork.ai/learn/nptel/110107092/ff72dfbba82d) (Video)
54. [Lecture 54 ARTIFICIAL NEURAL NETWORK PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/fe9ecb3682fb) (Video)
55. [Lecture 55 ARTIFICIAL NEURAL NETWORK PART-3](https://invisiblenetwork.ai/learn/nptel/110107092/64d566df78d3) (Video)
56. [Lecture 56 ARTIFICIAL NEURAL NETWORK PART-4](https://invisiblenetwork.ai/learn/nptel/110107092/07a01bbf6e01) (Video)
57. [Lecture 57 ARTIFICIAL NEURAL NETWORK PART-5](https://invisiblenetwork.ai/learn/nptel/110107092/4cbe67f35e22) (Video)
58. [Lecture 58 ARTIFICIAL NEURAL NETWORK PART-6](https://invisiblenetwork.ai/learn/nptel/110107092/1ce3d8459bda) (Video)
59. [Lecture 59 DISCRIMINANT ANALYSIS](https://invisiblenetwork.ai/learn/nptel/110107092/563ec65a52ad) (Video)
60. [Lecture 60 DISCRIMINANT ANALYSIS PART-2](https://invisiblenetwork.ai/learn/nptel/110107092/1470594d66db) (Video)