Statistical Hypothesis Testing

Why Estimation Theory

What is Statistics

Data Types and Level of Measurement in Machine Learning

Machine Learning Basics

Types of Errors in Statistical Hypothesis Testing

Confidence Interval

Jargons

Chi-square Correlation Test for Nominal Data

Statistical Sign Test

Correlation Coefficient and Covariance for Numeric Data

Mann-Whitney U Test

Normalization Methods for Numeric Data

Linear Regression

Describing Multi-dimensional Data

Pattern Mining

Statistical Estimation

Statistics

Survival Analysis