Course on Statistics for Data Science
- Types of data
- Levels of measurement
Categorical variables: Visualization
Continous Variables: Visualization
Histogram charts
Descriptive Statistics
Measure of Central Tendencies
Mean Median Mode
Measure of Dispersion
Range, Variance, Standard deviation
Standard deviation and co-efficient of variation
Measures of asymmetry
Skewness and Kurtosis
Determining relationship between two variables
Cross Tabulation
Scatter plot
Correlation
Distributions
The normal distribution
Central Limit thoerem
Standard error
Hypothesis testing and linear regression
Alternate and Null Hypothesis
Rejection of Null Hypothesis and significance level
Type 1 and Type 2 Error