<no title> — Introduction to Statistics and Data Science

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Welcome

Preparation

1. Preparatory Work

Exploring Data

1. Describing Data
2. Data Visualization
3. Data Wrangling

Statistical Theory

1. Probability
2. Data generating distributions
3. Sampling

Hypothesis Testing

1. Permutation Testing
2. Rank-Based Tests
3. t-Test
4. Power analysis

Regression Models

1. Regression
2. Multivariate Analysis
3. Regression - Statistical Tests
4. ANOVA
5. Logistic Regression
6. Research Design

Repository
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Contents

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2. Multivariate Analysis

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2.2. Multivariate Analysis Concepts

Contents

By Jill O'Reilly & Lindsay Richards

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