Learn Statistics I

Description

In this course, you will learn :

• ANOVA
• Bias
• Chi-square test
• Contingency tables
• F-test
• Goodness of fit
• Mean comparison
• Power
• Proportion comparison
• p-value
• Sampling
• t-test

Syllabus :

1. Data Sampling

• Everyday Stats: Politics & Polls
• Sampling Methods
• The Sample Mean
• Margin of Error I

 

2. The Z-test

• The Z-statistic
• The Z-test
• Understanding p-values
• p-hacking

 

3. The Chi-Square test

• The Chi-Square Statistic
• Chi-Square Random Variables
• Degrees of Freedom I

 

4. The t-test

• A Tale of Two Cities' Proportions
• Intro to t-variables
• Pooled Variance
• Unpooled Variance

 

5. Linear Regression & ANOVA

• Why ANOVA?
• Linear Regression: The Simplest Model
• Best Fit Lines
• The Linear Regression F-statistic

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