12.1 Introduction to Probability and statistics

12.2 Population and Sample

12.3 Gaussian/Normal Distribution and it's PDF ( Probability Density Function )

12.4 CDF ( Cumulative Distribution function ) of Gaussian/, Normal Distribution

12.5 Symmetric distribution, Skewness and Kurtosis

12.6 Standard normal variate (Z) and standardization

12.7 Kernel density estimation

12.8 Sampling distribution & Central Limit theorem

12.9 Q-Q plot:How to test if a random variable is normally distributed or not?

12.10 How distributions are used?

12.11 Chebyshev's inequality

12.12 Discrete Continuous Uniform distributions

12.13 How to randomly sample data points (Uniform Distribution )

12.14 Bernoulli and Binomial Distribution

12.15 Log Normal Distribution

12.16 Power law distribution

12.17 Box core transform

12.18 Application of non-gaussian distributions?

12.19 Co-variance

12.20 Pearson Correlation Coefficient

12.21 Spearman Rank Correlation Coefficient