Learn fundamental statistical concepts and techniques in this comprehensive 7-hour course covering introduction to statistics, summary measures, probability distributions, hypothesis testing, confidence intervals, t-tests, ANOVA, correlation, regression, and analysis of dichotomous data. Gain practical skills in statistical inference and data analysis applicable across various fields of study.
Overview
Syllabus
01 Introduction.
02 Basic Concepts.
03 Summary Statistics.
04 Probability and Distributions.
05 The normal distribution.
06 Statistical Inference.
07 Confidence Intervals.
08 Two sample t test.
09 Wilcoxon.
10 Tests for paired samples.
12 ANOVA.
13 Post hoc testing.
14 Correlation coefficient.
15 Linear Regression.
16 Analyzing dichtotomous data I.
17 Analyzing dichtotomous data II.
Taught by
Tübingen Machine Learning
