Regression analysis:-
Multiple linear regression
Poisson log-linear regression
Binary logistic regression
Random number Simulation from:-
Normal distribution
Exponential distribution
Beta distribution
Uniform distribution
Binomial distribution
CDF and Inverse CDFs of:-
Normal distribution
Student t-distribution
Chi-squared distribution
F-distribution
T-tests:-
One sample t-test
Two sample t-test
Paired t-test
Correlation test:-
Pearson correlation test
Re-sampling:-
sampling without replacement
Sampling with replacement
Graphs:-
Bar-Chart
Pie-Chart
Scatter plot
Normal probability plot
Timeseries plot
Frequency distribution:-
Grouped
Ungrouped
Summary measures:-
Mean, Median, Mode
Variance and standard deviations
Skewness, kurtosis , quartiles
Min, Max and range
E-books full course :-
Basic Statistics
Probability theory
Statistical inference:
Linear regression analysis
Data management tools.
Continuous probability distributions:- Normal (Gaussian)- t (Student's t)- Chi-Squared- F- Exponential- Gamma-...
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