# Data Analytics with Python

- Institution: IIT Roorkee
- Department: Computer Science and Engineering
- Teacher: Prof. A Ramesh
- Level: Undergraduate
- Language: English
- Subjects: Computer science, Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/106107220)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/106107220)
- 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 data analytics](https://invisiblenetwork.ai/learn/nptel/106107220/cb190796a604) (Video)
2. [Python Fundamentals - I](https://invisiblenetwork.ai/learn/nptel/106107220/1dcd7d7144d6) (Video)
3. [Python Fundamentals - II](https://invisiblenetwork.ai/learn/nptel/106107220/9455c979c9ab) (Video)
4. [Central Tendency and Dispersion - I](https://invisiblenetwork.ai/learn/nptel/106107220/15608881ac67) (Video)
5. [Central Tendency and Dispersion - II](https://invisiblenetwork.ai/learn/nptel/106107220/f42d222a7570) (Video)
6. [Introduction to Probability- I](https://invisiblenetwork.ai/learn/nptel/106107220/4628c4614019) (Video)
7. [Introduction to Probability- II](https://invisiblenetwork.ai/learn/nptel/106107220/56efd3a9b138) (Video)
8. [Probability Distributions - I](https://invisiblenetwork.ai/learn/nptel/106107220/d732bf4fbe86) (Video)
9. [Probability Distributions - II](https://invisiblenetwork.ai/learn/nptel/106107220/e6858a7449ec) (Video)
10. [Probability Distributions - III](https://invisiblenetwork.ai/learn/nptel/106107220/0098e42c2a3b) (Video)
11. [Python Demo for Distributions](https://invisiblenetwork.ai/learn/nptel/106107220/5060d8cf9416) (Video)
12. [Sampling and Sampling Distribution](https://invisiblenetwork.ai/learn/nptel/106107220/6dcf9b82ba6b) (Video)
13. [Distribution of Sample Means, population, and variance](https://invisiblenetwork.ai/learn/nptel/106107220/2d0daa11d1ae) (Video)
14. [Confidence interval estimation: Single population - I](https://invisiblenetwork.ai/learn/nptel/106107220/8154b94d2a61) (Video)
15. [Confidence interval estimation: Single population - II](https://invisiblenetwork.ai/learn/nptel/106107220/d1590429d402) (Video)
16. [Hypothesis Testing- I](https://invisiblenetwork.ai/learn/nptel/106107220/ebdf8b72d23f) (Video)
17. [Hypothesis Testing- II](https://invisiblenetwork.ai/learn/nptel/106107220/7ba1350396b1) (Video)
18. [Hypothesis Testing- III](https://invisiblenetwork.ai/learn/nptel/106107220/570a804e9cb4) (Video)
19. [Errors in Hypothesis Testing](https://invisiblenetwork.ai/learn/nptel/106107220/6a25e5028963) (Video)
20. [Hypothesis Testing: Two sample test- I](https://invisiblenetwork.ai/learn/nptel/106107220/69c8d2b6887e) (Video)
21. [Hypothesis Testing: Two sample test- II](https://invisiblenetwork.ai/learn/nptel/106107220/9f0fb1130354) (Video)
22. [Hypothesis Testing: Two sample test- III](https://invisiblenetwork.ai/learn/nptel/106107220/5cc7164a2afe) (Video)
23. [ANOVA - I](https://invisiblenetwork.ai/learn/nptel/106107220/7d8f34313087) (Video)
24. [ANOVA - II](https://invisiblenetwork.ai/learn/nptel/106107220/4a7e5ecd60a7) (Video)
25. [Post Hoc Analysis(Tukey’s test)](https://invisiblenetwork.ai/learn/nptel/106107220/8e5e7ffc7c99) (Video)
26. [Randomize block design (RBD)](https://invisiblenetwork.ai/learn/nptel/106107220/c3cbb98ff818) (Video)
27. [Two Way ANOVA](https://invisiblenetwork.ai/learn/nptel/106107220/becd7ab20be6) (Video)
28. [Linear Regression - I](https://invisiblenetwork.ai/learn/nptel/106107220/079d0f759ac7) (Video)
29. [Linear Regression - II](https://invisiblenetwork.ai/learn/nptel/106107220/b519b6420426) (Video)
30. [Linear Regression - III](https://invisiblenetwork.ai/learn/nptel/106107220/ec82ef03e205) (Video)
31. [Estimation, Prediction of Regression Model Residual Analysis](https://invisiblenetwork.ai/learn/nptel/106107220/85669800dd26) (Video)
32. [Estimation, Prediction of Regression Model Residual Analysis - II](https://invisiblenetwork.ai/learn/nptel/106107220/9d5816318a1d) (Video)
33. [MULTIPLE REGRESSION MODEL - I](https://invisiblenetwork.ai/learn/nptel/106107220/45d8005ba891) (Video)
34. [MULTIPLE REGRESSION MODEL-II](https://invisiblenetwork.ai/learn/nptel/106107220/b8b75cfd0ae6) (Video)
35. [Categorical variable regression](https://invisiblenetwork.ai/learn/nptel/106107220/b7aed279b6b1) (Video)
36. [Maximum Likelihood Estimation- I](https://invisiblenetwork.ai/learn/nptel/106107220/a635f2de171e) (Video)
37. [Maximum Likelihood Estimation-II](https://invisiblenetwork.ai/learn/nptel/106107220/4cc17504c21e) (Video)
38. [LOGISTIC REGRESSION- I](https://invisiblenetwork.ai/learn/nptel/106107220/b00af951cf83) (Video)
39. [LOGISTIC REGRESSION-II](https://invisiblenetwork.ai/learn/nptel/106107220/f7bbac9394c7) (Video)
40. [Linear Regression Model Vs Logistic Regression Model](https://invisiblenetwork.ai/learn/nptel/106107220/2103b148b58d) (Video)
41. [Confusion matrix and ROC- I](https://invisiblenetwork.ai/learn/nptel/106107220/07172d4aff32) (Video)
42. [Confusion Matrix and ROC-II](https://invisiblenetwork.ai/learn/nptel/106107220/dd7c7dfae98a) (Video)
43. [Performance of Logistic Model-III](https://invisiblenetwork.ai/learn/nptel/106107220/c1b3547e6560) (Video)
44. [Regression Analysis Model Building - I](https://invisiblenetwork.ai/learn/nptel/106107220/f74add6ac5f7) (Video)
45. [Regression Analysis Model Building (Interaction)- II](https://invisiblenetwork.ai/learn/nptel/106107220/52c608a46bf7) (Video)
46. [Chi - Square Test of Independence - I](https://invisiblenetwork.ai/learn/nptel/106107220/f5bb3dc21e3c) (Video)
47. [Chi-Square Test of Independence - II](https://invisiblenetwork.ai/learn/nptel/106107220/af2f9618a30c) (Video)
48. [Chi-Square Goodness of Fit Test](https://invisiblenetwork.ai/learn/nptel/106107220/e3f5f194640a) (Video)
49. [Cluster analysis: Introduction- I](https://invisiblenetwork.ai/learn/nptel/106107220/f59bd7fa2762) (Video)
50. [Clustering analysis: part II](https://invisiblenetwork.ai/learn/nptel/106107220/4ea625f4a731) (Video)
51. [Clustering analysis: Part III](https://invisiblenetwork.ai/learn/nptel/106107220/dae4f5f3f0ec) (Video)
52. [Cluster analysis: Part IV](https://invisiblenetwork.ai/learn/nptel/106107220/1a71d3be40d8) (Video)
53. [Cluster analysis: Part V](https://invisiblenetwork.ai/learn/nptel/106107220/33d8ae25401c) (Video)
54. [K- Means Clustering](https://invisiblenetwork.ai/learn/nptel/106107220/1690304e3de6) (Video)
55. [Hierarchical method of clustering -I](https://invisiblenetwork.ai/learn/nptel/106107220/78cbdbe120bc) (Video)
56. [Hierarchical method of clustering- II](https://invisiblenetwork.ai/learn/nptel/106107220/3c2e08e86db5) (Video)
57. [Classification and Regression Trees (CART : I)](https://invisiblenetwork.ai/learn/nptel/106107220/9e753a842af2) (Video)
58. [Measures of attribute selection](https://invisiblenetwork.ai/learn/nptel/106107220/cd0ce79c3a6a) (Video)
59. [Attribute selection Measures in CART : II](https://invisiblenetwork.ai/learn/nptel/106107220/8599f354b840) (Video)
60. [Classification and Regression Trees (CART) - III](https://invisiblenetwork.ai/learn/nptel/106107220/1455ab32b56e) (Video)