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Video Lectures for Statistical Methods
Video Lectures for Statistical Methods
Here are my video lectures by topic. Alternatively, you may watch the playlist on YouTube (click on the icon on the right). I highly advise you to watch the video lectures on the dates specified in your Weekly Planner and follow the sequence intended especially if you do not have any background in Statistics. These videos are non-exhaustive, meaning that I may upload more videos in the future! Just email me or let me know if there are any statistical concepts that you want me to explain further, or if you want me to go over any examples. (Don't forget to subscribe to the YouTube channel to be notified of any new videos) 😊
1. Introduction to Statistics
1. Introduction to Statistics
Topic 1 - Introduction
2. Describing Data Using Numerical Measures
2. Describing Data Using Numerical Measures
Topic 2 - Describing Data
3. Chebyshev's Theorem
3. Chebyshev's Theorem
Topic 2 - Describing Data
4. Empirical Rule
4. Empirical Rule
Topic 2 - Describing Data
5. Skewness
5. Skewness
Topic 2 - Describing Data
6. Basic Probability and Sets Operations
6. Basic Probability and Sets Operations
Topic 3 - Basic Probability Comcepts
7. Rules of Probability
7. Rules of Probability
Topic 3 - Basic Probability Comcepts
8. Tree Diagrams
8. Tree Diagrams
Topic 3 - Basic Probability Comcepts
9. Discrete Probability Distribution
9. Discrete Probability Distribution
Topic 4 - Probability (Discrete Probability Distribution)
10. Binomial Probability Distribution
10. Binomial Probability Distribution
Topic 4 - Probability (Discrete Probability Distribution)
11. Poisson Probability Distribution
11. Poisson Probability Distribution
Topic 4 - Probability (Discrete Probability Distribution)
12. Normal Probability Distribution
12. Normal Probability Distribution
Topic 4 - Probability (Continuous Probability Distribution)
13. Normal Approximation to the Binomial
13. Normal Approximation to the Binomial
Topic 4 - Probability (Continuous Probability Distribution)
14. Sampling Methods
14. Sampling Methods
Topic 5 - Sampling Methods and the Central Limit Theorem
15. Sampling Distribution of the Sample Mean
15. Sampling Distribution of the Sample Mean
Topic 5 - Sampling Methods and the Central Limit Theorem
16. Central Limit Theorem
16. Central Limit Theorem
Topic 5 - Sampling Methods and the Central Limit Theorem
17. Applications of the Sampling Distribution & CLT
17. Applications of the Sampling Distribution & CLT
Topic 5 - Sampling Methods and the Central Limit Theorem
18. C.I for Population Mean (Large Sample Size)
18. C.I for Population Mean (Large Sample Size)
Topic 6 - Confidence Intervals
19. C.I for Population Mean (Small Sample Size)
19. C.I for Population Mean (Small Sample Size)
Topic 6 - Confidence Intervals
20. The t-Distribution
20. The t-Distribution
Topic 6 - Confidence Intervals
21. C.I for Population Proportion
21. C.I for Population Proportion
Topic 6 - Confidence Intervals
22. Finite Population Correction Factor (FPC)
22. Finite Population Correction Factor (FPC)
Topic 6 - Confidence Intervals
23. Calculating Sample Sizes
23. Calculating Sample Sizes
Topic 6 - Confidence Intervals
24. Steps to Conduct a Hypothesis Testing
24. Steps to Conduct a Hypothesis Testing
Topic 7 - Hypothesis Testing
25. Hypothesis Testing: One Sample (When σ is Known)
25. Hypothesis Testing: One Sample (When σ is Known)
Topic 7 - Hypothesis Testing
26. p-value in Hypothesis Testing
26. p-value in Hypothesis Testing
Topic 7 - Hypothesis Testing
27. Hypothesis Testing: One Sample (When σ is Unknown)
27. Hypothesis Testing: One Sample (When σ is Unknown)
Topic 7 - Hypothesis Testing
28. Hypothesis Testing: Two Independent Samples
28. Hypothesis Testing: Two Independent Samples
Topic 7 - Hypothesis Testing
29. Pooled t-Test
29. Pooled t-Test
Topic 7 - Hypothesis Testing
30. Hypothesis Testing: Dependent Samples
30. Hypothesis Testing: Dependent Samples
Topic 7 - Hypothesis Testing
31. The F-distribution
31. The F-distribution
Topic 8 - ANOVA
32. Equality of Variance Test
32. Equality of Variance Test
Topic 8 - ANOVA
33. One Way ANOVA Test
33. One Way ANOVA Test
Topic 8 - ANOVA
34. Hypothesis Test on One-Sample Proportion
34. Hypothesis Test on One-Sample Proportion
Topic 9 - Nonparametric Tests
35. Hypothesis Test on Two-Sample Proportion
35. Hypothesis Test on Two-Sample Proportion
Topic 9 - Nonparametric Tests
36. Goodness-of-Fit Test
36. Goodness-of-Fit Test
Topic 9 - Nonparametric Tests
37. Contingency Table Analysis
37. Contingency Table Analysis
Topic 9 - Nonparametric Tests
38. Review (Part 1)
38. Review (Part 1)
Topics 1 to 3
39. Review (Part 2)
39. Review (Part 2)
Topics 4 to 6
40. Review (Part 3)
40. Review (Part 3)
Topics 7 to 9
Bonus: Index
Bonus: Index
Topic 3 - Index
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