# Linear Regression Analysis and Forecasting

- Institution: IIT Kanpur
- Department: Mathematics
- Teacher: Prof. Shalabh
- Level: Undergraduate
- Language: English
- Subjects: Mathematics
- Source: [NPTEL](https://nptel.ac.in/courses/111104098)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/111104098)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Lecture 01 - Basic Fundamental Concepts Of Modelling.](https://invisiblenetwork.ai/learn/nptel/111104098/5ade562d1b64) (Video)
2. [Lecture 02 - Regression Model - A Statistical Tool](https://invisiblenetwork.ai/learn/nptel/111104098/a1ca4ebb1138) (Video)
3. [Lecture 03 - Simple Linear Regression Analysis](https://invisiblenetwork.ai/learn/nptel/111104098/ff3ecbc5de88) (Video)
4. [Lecture 04 - Estimation Of Parameters In Simple Linear Regression Model](https://invisiblenetwork.ai/learn/nptel/111104098/975bc682ed80) (Video)
5. [Lecture 05 - Estimation Of Parameters In Simple Linear Regression Model (continued) : Some Nice Properties](https://invisiblenetwork.ai/learn/nptel/111104098/966a29866240) (Video)
6. [Lecture 06 - Estimation Of Parameters In Simple Linear Regression Model (continued)](https://invisiblenetwork.ai/learn/nptel/111104098/a05325c5bc4a) (Video)
7. [Lecture 07 - Maximum Likelihood Estimation of Parameters in Simple Linear Regression Model](https://invisiblenetwork.ai/learn/nptel/111104098/3873b96b7d99) (Video)
8. [Lecture 08 - Testing of Hypotheis and Confidence Interval Estimation in Simple Linear Regression Model](https://invisiblenetwork.ai/learn/nptel/111104098/525f7ccc9085) (Video)
9. [Lecture 09 - Testing of Hypotheis and Confidence Interval Estimation in Simple Linear Regression Model (continued)](https://invisiblenetwork.ai/learn/nptel/111104098/45ade60c6b73) (Video)
10. [Lecture 10 - Software Implementation in Simple Linear Regression Model using MINITAB](https://invisiblenetwork.ai/learn/nptel/111104098/af295863aa8c) (Video)
11. [Lecture 11 - Multiple Linear Regression Model](https://invisiblenetwork.ai/learn/nptel/111104098/7fadd452c155) (Video)
12. [Lecture 12 - Estimation of Model Parameters in Multiple Linear Regression Model](https://invisiblenetwork.ai/learn/nptel/111104098/8ea8e678f6f0) (Video)
13. [Lecture 13 - Estimation of Model Parameters in Multiple Linear Regression Model (continued)](https://invisiblenetwork.ai/learn/nptel/111104098/da8e54b33dc4) (Video)
14. [Lecture 14 - Standardized Regression Coefficients and Testing of Hypothesis](https://invisiblenetwork.ai/learn/nptel/111104098/cbe10203b9e4) (Video)
15. [Lecture 15 - Testing of Hypothesis (continued) and Goodness of Fit of the Model](https://invisiblenetwork.ai/learn/nptel/111104098/c818f8a23ae7) (Video)
16. [Lecture 16 - Diagnostics in Multiple Linear Regression Model](https://invisiblenetwork.ai/learn/nptel/111104098/03d910122d02) (Video)
17. [Lecture 17 - Diagnostics in Multiple Linear Regression Model (continued)](https://invisiblenetwork.ai/learn/nptel/111104098/68851c69b7c2) (Video)
18. [Lecture 18 - Diagnostics in Multiple Linear Regression Model (continued)](https://invisiblenetwork.ai/learn/nptel/111104098/532634270f37) (Video)
19. [Lecture 19 - Software Implementation of Multiple Linear Regression Model using MINITAB](https://invisiblenetwork.ai/learn/nptel/111104098/8e1094100c4c) (Video)
20. [Lecture 20 - Software Implementation of Multiple Linear Regression Model using MINITAB (continued)](https://invisiblenetwork.ai/learn/nptel/111104098/59ce1238805d) (Video)
21. [Lecture 21 - Forecasting in Multiple Linear Regression Model](https://invisiblenetwork.ai/learn/nptel/111104098/357bf592e571) (Video)
22. [Lecture 22 - Within Sample Forecasting](https://invisiblenetwork.ai/learn/nptel/111104098/48a1ac706b2a) (Video)
23. [Lecture 23 - Outside Sample Forecasting](https://invisiblenetwork.ai/learn/nptel/111104098/5bc5b4505eaf) (Video)
24. [Lecture 24 - Software Implementation of Forecasting using MINITAB.](https://invisiblenetwork.ai/learn/nptel/111104098/355b698440f0) (Video)