Chemical - Statistics for Experimentalists (English)

   Saturday, May 10, 2025   

Starting a new Lecture Notes Series on Chemical - Statistics for Experimentalists

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Chemical - Statistics for Experimentalists By Lecture Notes together!

Lecture 1: Mod-01 Lec-01 Introduction

Lecture 2: Mod-01 Lec-02 Random Variables

Lecture 3: Mod-01 Lec-03 Discrete Probability Distributions

Lecture 4: Mod-01 Lec-04 Example Set - I

Lecture 5: Mod-01 Lec-05 Continuous probability distributions

Lecture 6: Mod-01 Lec-06 Normal probability distribution

Lecture 7: Mod-01 Lec-07A Exploratory Data Analysis – Part A

Lecture 8: Mod-01 Lec-07B Exploratory Data Analysis – Part B

Lecture 9: Mod-01 Lec-08 Example Set II

Lecture 10: Mod-01 Lec-09 Example Set III

Lecture 11: Mod-01 Lec-10 Random samples: Sampling distribution of the mean (Part A)

Lecture 12: Mod-01 Lec-11 Random samples: Sampling distribution of the mean (Part B)

Lecture 13: Mod-01 Lec-12 Point Estimation

Lecture 14: Mod-01 Lec-13 Sampling distributions and the Central Limit Theorem

Lecture 15: Mod-01 Lec-14 Example Set – IV Part A

Lecture 16: Mod-01 Lec-18 The T-distribution

Lecture 17: Mod-01 Lec-15 Estimation of Population Parameters Using Moments

Lecture 18: Mod-01 Lec-16 Confidence Intervals (Part A)

Lecture 19: Mod-01 Lec-17 Confidence Intervals (Part B)

Lecture 20: Mod-01 Lec-19 Chi-square distribution

Lecture 21: Mod-01 Lec-20 F-Distribution

Lecture 22: Mod-01 Lec-21 Example Set 5

Lecture 23: Mod-01 Lec-22 Hypothesis Testing – Part A

Lecture 24: Mod-01 Lec-23 Hypothesis Testing – Part B

Lecture 25: Mod-01 Lec-24 Hypothesis Testing – Part C

Lecture 26: Mod-01 Lec-25 Analysis of Experiments involving Single Factor – Part A

Lecture 27: Mod-01 Lec-26 Analysis of Experiments involving Single Factor – Part B

Lecture 28: Mod-01 Lec-27 Blocking and Randomization

Lecture 29: Mod-01 Lec-28 Example Set -6 – Part A

Lecture 30: Mod-01 Lec-29 Example Set -6 – Part B

Lecture 31: Mod-01 Lec-30 Factorial Design of Experiments – Part A

Lecture 32: Mod-01 Lec-31 Factorial Design of Experiments – Part B: 22 Factorial Design

Lecture 33: Mod-01 Lec-32 Fractional Factorial Design – Part A

Lecture 34: Mod-01 Lec-33 Fractional Factorial Design – Part B

Lecture 35: Mod-01 Lec-34 Factorial Design of Experiments: Example Set (Part 7A)

Lecture 36: Mod-01 Lec-38 Regression Analysis: Part B

Lecture 37: Mod-01 Lec-35 Factorial Design of Experiments: Example Set (Part 7B)

Lecture 38: Mod-01 Lec-36 Factorial Design of Experiments: Example Set (Part C)

Lecture 39: Mod-01 Lec-37 Regression Analysis: Part A

Lecture 40: Mod-01 Lec-39 Hypothesis Testing in Linear Regression

Lecture 41: Mod-01 Lec-40 Discussion on Regression Output

Lecture 42: Mod-01 Lec-41 Regression Analysis : Example Set 8

Lecture 43: Mod-01 Lec-42 Regression Analysis: Example Set 8 Continued

Lecture 44: Mod-01 Lec-43 Regression Analysis: Example Set 8 Continued.

Lecture 45: Mod-01 Lec-44 Orthogonal Model Fitting Concepts - Part A

Lecture 46: Mod-01 Lec-45 Orthogonal Model Fitting Concepts – Part B

Lecture 47: Mod-01 Lec-46 Experimental Design Strategies - A

Lecture 48: Mod-01 Lec-47 Experimental Design Strategies - B

Lecture 49: Mod-01 Lec-48 Experimental Design Strategies - C

Lecture 50: Mod-01 Lec-49 Response Surface Methodology - A

Lecture 51: Mod-01 Lec-50 Response Surface Methodology - B

Lecture 52: Mod-01 Lec-51 Optimal Designs – Part A

Lecture 53: Mod-01 Lec-52 Optimal Designs – Part B

Lecture 54: Mod-01 Lec-53 Statistics for Experimentalists – Summary Part A

Lecture 55: Mod-01 Lec-54 Statistics for Experimentalists – Summary Part B