Statistics for Experimentalists


Lecture 1 - Introduction


Lecture 2 - Random Variables


Lecture 3 - Discrete Probability Distributions


Lecture 4 - Example Set - I


Lecture 5 - Continuous probability distributions


Lecture 6 - Normal probability distribution


Lecture 7 - Exploratory Data Analysis - Part A


Lecture 8 - Exploratory Data Analysis - Part B


Lecture 9 - Example Set - II


Lecture 10 - Example Set - III


Lecture 11 - Random samples: Sampling distribution of the mean (Part A)


Lecture 12 - Random samples: Sampling distribution of the mean (Part B)


Lecture 13 - Point Estimation


Lecture 14 - Sampling distributions and the Central Limit Theorem


Lecture 15 - Example Set - IV Part A


Lecture 16 - Estimation of Population Parameters Using Moments


Lecture 17 - Confidence Intervals (Part A)


Lecture 18 - Confidence Intervals (Part B)


Lecture 19 - The T-distribution


Lecture 20 - Chi-square distribution


Lecture 21 - F-Distribution


Lecture 22 - Example Set - V


Lecture 23 - Hypothesis Testing - Part A


Lecture 24 - Hypothesis Testing - Part B


Lecture 25 - Hypothesis Testing - Part C


Lecture 26 - Analysis of Experiments involving Single Factor - Part A


Lecture 27 - Analysis of Experiments involving Single Factor - Part B


Lecture 28 - Blocking and Randomization


Lecture 29 - Example Set - VI - Part A


Lecture 30 - Example Set - VI - Part B


Lecture 31 - Factorial Design of Experiments - Part A


Lecture 32 - Factorial Design of Experiments - Part B: 22 Factorial Design


Lecture 33 - Fractional Factorial Design - Part A


Lecture 34 - Fractional Factorial Design - Part B


Lecture 35 - Factorial Design of Experiments: Example Set (Part A)


Lecture 36 - Factorial Design of Experiments: Example Set (Part B)


Lecture 37 - Factorial Design of Experiments: Example Set (Part C)


Lecture 38 - Regression Analysis: Part A


Lecture 39 - Regression Analysis: Part B


Lecture 40 - Hypothesis Testing in Linear Regression


Lecture 41 - Discussion on Regression Output


Lecture 42 - Regression Analysis: Example Set 8


Lecture 43 - Regression Analysis: Example Set 8 (Continued...)


Lecture 44 - Regression Analysis: Example Set 8 (Continued...)


Lecture 45 - Orthogonal Model Fitting Concepts - Part A


Lecture 46 - Orthogonal Model Fitting Concepts - Part B


Lecture 47 - Experimental Design Strategies - A


Lecture 48 - Experimental Design Strategies - B


Lecture 49 - Experimental Design Strategies - C


Lecture 50 - Response Surface Methodology - A


Lecture 51 - Response Surface Methodology - B


Lecture 52 - Optimal Designs - Part A


Lecture 53 - Optimal Designs - Part B


Lecture 54 - Statistics for Experimentalists - Summary Part A


Lecture 55 - Statistics for Experimentalists - Summary Part B