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Essential Statistics

Eberhard Karls University of Tübingen via YouTube

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Overview

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This foundational course introduces essential statistical concepts, summary statistics, probability distributions, statistical inference, hypothesis testing, correlation, linear regression, and dichotomous data analysis.

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

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