# Statistics for Experimentalists - Institution: IIT Madras - Department: Chemical Engineering - Teacher: Dr. A. Kannan - Level: Undergraduate - Language: English - Subjects: Chemistry, Engineering - Source: [NPTEL](https://nptel.ac.in/courses/103106112) - Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.) - Syllabus: [at the source](https://nptel.ac.in/courses/103106112) - Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words) ## Lectures 1. [Introduction](https://invisiblenetwork.ai/learn/nptel/103106112/eda239611108) (Video) 2. [Random Variables](https://invisiblenetwork.ai/learn/nptel/103106112/0c033fb0c2bb) (Video) 3. [Discrete Probability Distributions](https://invisiblenetwork.ai/learn/nptel/103106112/9c45130e6750) (Video) 4. [Example Set - I](https://invisiblenetwork.ai/learn/nptel/103106112/7d8260e4bd11) (Video) 5. [Continuous probability distributions](https://invisiblenetwork.ai/learn/nptel/103106112/ca4bc7fee262) (Video) 6. [Normal probability distribution](https://invisiblenetwork.ai/learn/nptel/103106112/c80e656fbc7d) (Video) 7. [Exploratory Data Analysis – Part A](https://invisiblenetwork.ai/learn/nptel/103106112/575242b66863) (Video) 8. [Exploratory Data Analysis – Part B](https://invisiblenetwork.ai/learn/nptel/103106112/dfd3eb7e2e5f) (Video) 9. [Example Set II](https://invisiblenetwork.ai/learn/nptel/103106112/df6deecc3de6) (Video) 10. [Example Set III](https://invisiblenetwork.ai/learn/nptel/103106112/32d41bfed0a4) (Video) 11. [Random samples: Sampling distribution of the mean (Part A)](https://invisiblenetwork.ai/learn/nptel/103106112/37873cbcfbfe) (Video) 12. [Random samples: Sampling distribution of the mean (Part B)](https://invisiblenetwork.ai/learn/nptel/103106112/993b080faaf9) (Video) 13. [Point Estimation](https://invisiblenetwork.ai/learn/nptel/103106112/e74e7ea6fe02) (Video) 14. [Sampling distributions and the Central Limit Theorem](https://invisiblenetwork.ai/learn/nptel/103106112/12cff2be25ff) (Video) 15. [Example Set – IV Part A](https://invisiblenetwork.ai/learn/nptel/103106112/22341f7815f3) (Video) 16. [Estimation of Population Parameters Using Moments](https://invisiblenetwork.ai/learn/nptel/103106112/2cc1f5f84076) (Video) 17. [Confidence Intervals (Part A)](https://invisiblenetwork.ai/learn/nptel/103106112/5441cb160af5) (Video) 18. [Confidence Intervals (Part B)](https://invisiblenetwork.ai/learn/nptel/103106112/e7984c30a1ed) (Video) 19. [The T-distribution](https://invisiblenetwork.ai/learn/nptel/103106112/3f958512f7aa) (Video) 20. [Chi-square distribution](https://invisiblenetwork.ai/learn/nptel/103106112/d51628985233) (Video) 21. [F-Distribution](https://invisiblenetwork.ai/learn/nptel/103106112/1df4b945443b) (Video) 22. [Example Set 5](https://invisiblenetwork.ai/learn/nptel/103106112/fb1e95dc6049) (Video) 23. [Hypothesis Testing – Part A](https://invisiblenetwork.ai/learn/nptel/103106112/5f2100e8e763) (Video) 24. [Hypothesis Testing – Part B](https://invisiblenetwork.ai/learn/nptel/103106112/595e402b5951) (Video) 25. [Hypothesis Testing – Part C](https://invisiblenetwork.ai/learn/nptel/103106112/35c6bd56cda3) (Video) 26. [Analysis of Experiments involving Single Factor – Part A](https://invisiblenetwork.ai/learn/nptel/103106112/bc357410ef48) (Video) 27. [Analysis of Experiments involving Single Factor – Part B](https://invisiblenetwork.ai/learn/nptel/103106112/e73acd877e8d) (Video) 28. [Blocking and Randomization](https://invisiblenetwork.ai/learn/nptel/103106112/bacfd188d6ba) (Video) 29. [Example Set -6 – Part A](https://invisiblenetwork.ai/learn/nptel/103106112/f29f2157fcd5) (Video) 30. [Example Set -6 – Part B](https://invisiblenetwork.ai/learn/nptel/103106112/221bbde23cb1) (Video) 31. [Factorial Design of Experiments – Part A](https://invisiblenetwork.ai/learn/nptel/103106112/0a6fda1922cc) (Video) 32. [Factorial Design of Experiments – Part B: 22 Factorial Design](https://invisiblenetwork.ai/learn/nptel/103106112/f5e59ade8b74) (Video) 33. [Fractional Factorial Design – Part A](https://invisiblenetwork.ai/learn/nptel/103106112/9120f70ec0b5) (Video) 34. [Fractional Factorial Design – Part B](https://invisiblenetwork.ai/learn/nptel/103106112/cd43fe7f5763) (Video) 35. [Factorial Design of Experiments: Example Set (Part A)](https://invisiblenetwork.ai/learn/nptel/103106112/b3aee837e8f1) (Video) 36. [Factorial Design of Experiments: Example Set (Part B)](https://invisiblenetwork.ai/learn/nptel/103106112/2c8c310e7564) (Video) 37. [Factorial Design of Experiments: Example Set (Part C)](https://invisiblenetwork.ai/learn/nptel/103106112/e75cfbd5c45d) (Video) 38. [Regression Analysis: Part A](https://invisiblenetwork.ai/learn/nptel/103106112/bb449f4c0c10) (Video) 39. [Regression Analysis: Part B](https://invisiblenetwork.ai/learn/nptel/103106112/d0f29bc6871b) (Video) 40. [Hypothesis Testing in Linear Regression](https://invisiblenetwork.ai/learn/nptel/103106112/f0a2a528b7c5) (Video) 41. [Discussion on Regression Output](https://invisiblenetwork.ai/learn/nptel/103106112/53d7545f3964) (Video) 42. [Regression Analysis : Example Set 8](https://invisiblenetwork.ai/learn/nptel/103106112/7ca7f8127f12) (Video) 43. [Regression Analysis: Example Set 8 Continued](https://invisiblenetwork.ai/learn/nptel/103106112/83e7982d4cba) (Video) 44. [Regression Analysis: Example Set 8 Continued.](https://invisiblenetwork.ai/learn/nptel/103106112/d413ffd9fa34) (Video) 45. [Orthogonal Model Fitting Concepts - Part A](https://invisiblenetwork.ai/learn/nptel/103106112/2c8193b228e5) (Video) 46. [Orthogonal Model Fitting Concepts – Part B](https://invisiblenetwork.ai/learn/nptel/103106112/1a403e43ce84) (Video) 47. [Experimental Design Strategies - A](https://invisiblenetwork.ai/learn/nptel/103106112/de2b91f47d7c) (Video) 48. [Experimental Design Strategies - B](https://invisiblenetwork.ai/learn/nptel/103106112/6590528aed81) (Video) 49. [Experimental Design Strategies - C](https://invisiblenetwork.ai/learn/nptel/103106112/489449badc21) (Video) 50. [Response Surface Methodology - A](https://invisiblenetwork.ai/learn/nptel/103106112/f9e74725f19d) (Video) 51. [Response Surface Methodology - B](https://invisiblenetwork.ai/learn/nptel/103106112/e3b4f70b94b1) (Video) 52. [Optimal Designs – Part A](https://invisiblenetwork.ai/learn/nptel/103106112/24b5a51fd8ff) (Video) 53. [Optimal Designs – Part B](https://invisiblenetwork.ai/learn/nptel/103106112/04455427d8c9) (Video) 54. [Statistics for Experimentalists – Summary Part A](https://invisiblenetwork.ai/learn/nptel/103106112/9523a65ffe9d) (Video) 55. [Statistics for Experimentalists – Summary Part B](https://invisiblenetwork.ai/learn/nptel/103106112/1604a22a08de) (Video)