Statistics is the science of collecting, analyzing, interpreting, presenting, and organizing data. It is a branch of mathematics that deals with the collection, analysis, interpretation, presentation, and organization of data. It is used in a wide range of fields, including science, engineering, medicine, and social science. Statistics is used to make informed decisions, to predict future events, and to test hypotheses. It is also used to summarize data, to describe relationships between variables, and to make inferences about populations based on samples. ^[AI and Data Scientist Roadmap]
Plots
Correlation and Covariance
- Properties of Time-Series Data
- Autocorrelation and Partial Autocorrelation
- Unit Root
- Forecasting Models
- Discriminant Analysis
- Cluster Analysis
- Multidimensional Scaling
- Matrix Decomposition
- PCA - Principal Component Analysis
- Factor Analysis
Probability Theory