<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. 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

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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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