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Statistics for Experimentalists

Dr. A. Kannan · IIT Madras

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Lectures

Statistics for Experimentalists

  1. Introduction Video
  2. Random Variables Video
  3. Discrete Probability Distributions Video
  4. Example Set - I Video
  5. Continuous probability distributions Video
  6. Normal probability distribution Video
  7. Exploratory Data Analysis – Part A Video
  8. Exploratory Data Analysis – Part B Video
  9. Example Set II Video
  10. Example Set III Video
  11. Random samples: Sampling distribution of the mean (Part A) Video
  12. Random samples: Sampling distribution of the mean (Part B) Video
  13. Point Estimation Video
  14. Sampling distributions and the Central Limit Theorem Video
  15. Example Set – IV Part A Video
  16. Estimation of Population Parameters Using Moments Video
  17. Confidence Intervals (Part A) Video
  18. Confidence Intervals (Part B) Video
  19. The T-distribution Video
  20. Chi-square distribution Video
  21. F-Distribution Video
  22. Example Set 5 Video
  23. Hypothesis Testing – Part A Video
  24. Hypothesis Testing – Part B Video
  25. Hypothesis Testing – Part C Video
  26. Analysis of Experiments involving Single Factor – Part A Video
  27. Analysis of Experiments involving Single Factor – Part B Video
  28. Blocking and Randomization Video
  29. Example Set -6 – Part A Video
  30. Example Set -6 – Part B Video
  31. Factorial Design of Experiments – Part A Video
  32. Factorial Design of Experiments – Part B: 22 Factorial Design Video
  33. Fractional Factorial Design – Part A Video
  34. Fractional Factorial Design – Part B Video
  35. Factorial Design of Experiments: Example Set (Part A) Video
  36. Factorial Design of Experiments: Example Set (Part B) Video
  37. Factorial Design of Experiments: Example Set (Part C) Video
  38. Regression Analysis: Part A Video
  39. Regression Analysis: Part B Video
  40. Hypothesis Testing in Linear Regression Video
  41. Discussion on Regression Output Video
  42. Regression Analysis : Example Set 8 Video
  43. Regression Analysis: Example Set 8 Continued Video
  44. Regression Analysis: Example Set 8 Continued. Video
  45. Orthogonal Model Fitting Concepts - Part A Video
  46. Orthogonal Model Fitting Concepts – Part B Video
  47. Experimental Design Strategies - A Video
  48. Experimental Design Strategies - B Video
  49. Experimental Design Strategies - C Video
  50. Response Surface Methodology - A Video
  51. Response Surface Methodology - B Video
  52. Optimal Designs – Part A Video
  53. Optimal Designs – Part B Video
  54. Statistics for Experimentalists – Summary Part A Video
  55. Statistics for Experimentalists – Summary Part B Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Madras
Department
Chemical Engineering
Teacher
Dr. A. Kannan
Level
Undergraduate
Language
English
Subjects
Chemistry, Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
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