[PS 16] Random variables: discrete and continuous random variable with simple examples
Random variables: discrete and continuous with examples
References:
https://www.amazon.in/Data-Analysis-B...
https://www.phindia.com/Books/BookDet...
https://www.flipkart.com/data-analysi...
1. Mean and histogram: • [PS 1] Mean, Histogram
2. Median, mode and weated mean: • [PS 2] Median, Mode, Weighted mean
3. Geometric and Harmonic mean: • [PS 3] Geometric mean and Harmonic mean
4. Partition values: Quartiles, Deciles, and Percentiles: • [PS 5] Partition values: Quartiles, Decile...
5. Range, IQR, MAD, Standard deviation and variance: • [PS 4] Range, IQR, MAD, Standard deviation...
6. Moments and kurtosis: • [PS 7] Moments and kurtosis
7. Correlation, Karl Pearson's coefficient of correlation: • [PS 8] Correlation, Karl Pearson's coeffic...
8. Spearman's Rank correlation coefficient: • [PS 9] Spearman's Rank correlation coeffic...
9. Regression analysis: • [PS 10] Regression Analysis
10. Probability Part 1 with Permutation and combination: • [PS 11] Probability Part 1 with Permutatio...
11. Probability part 2: Odds ratios, partial probability and total probability: • [PS 12] Probability part 2: Odds ratios, p...
12. Conditional probability, multiplication rule, problems and solutions: • [PS 13] Conditional probability, multiplic...
13. Bayes' Theorem with examples: • [PS 14] Bayes' Theorem with examples
14. Probability related problems and solutions: • [PS 15] Probability related problems and s...
15. Random variables: discrete and continuous random variable with examples: • [PS 16] Random variables: discrete and con...
16. Binomial, Bernoulli and Poisson Distribution and examples: • [PS 18] Binomial, Bernoulli and Poisson Di...
17. Normal distribution with appropriate example: • [PS 19] Normal distribution with appropria...
18. Sampling distribution, Central Limit Theorem, Hypothesis Testing with example: • [PS 20] Sampling distribution, Central Lim...
19. Hypothesis testing: Single mean and difference of means: • [PS 21] Hypothesis testing: Single mean an...
20. Hypothesis testing: Single proportion, difference of proportions, difference of standard deviations: • [PS 22] Hypothesis testing: Single & diffe...
21. Estimation of parameters: • [PS 23] Estimation of parameters: with pro...
22. Small sampling concept, t- statistics: • [PS 24] Small sampling concept, t- statistics
23. t statistics for difference of means and paired t test: • [PS 25] t-statistics for difference of mea...
24. F - Statistics: • [PS 28] F - Statistics
25. Chi square test Goodness of fit test: • [PS 26] Chi square test Goodness of fit test
26. Chi square test: • [PS 27] Chi square test: The relationship ...