Repository files navigation Statistics-for-Data-Science First Step to learn Data Science
Probability
Variables
Random Variables
Population,Sample,Population Mean,
Sample Mean
Population Distribution, Sample Distribution
and Sampling Distribution
Mean, Median ,Mode
Range
Measure Of Dispersion
Variance
10.Standard Deviation
11.Gaussian/Normal Distribution
Standard Normal Distribution
Z score
Probability Density Function
Cumulative distribution function
Hypothesis Testing
Many different plotting graphs
Kernel Density Estimation
Central Limit Theorem
Skewness of Data
Covariance
Pearson Correlation Coefficient
Spearman Rank Correlation Coefficient
Importance of Correlation
Hypothesis Testing
Null Hypothesis
Alternative Hypothesis
Understanding Hypothesis testing
(T-test,Chi square test, p values)
Q-Q plot
Chebyshev’s inequality
Discrete And Continuous Distribution
Bernoulli And Binomial Distribution
Log Normal Distribution
Power Law Distribution
Box Cox Tranform
Poisson Disstribution
Application Of Non Gaussian Distribution
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