Perform an Initial Data Analysis

Part 1 - Cleanse Your Data Set
1. Get the Most Out of This Course
2. Identify Different Types of Errors
3. Deal with Missing Attributes, Outliers, and Duplicates
4. Cleanse Your Dataset using Python
Quiz: Check Your Knowledge About Cleansing a Dataset

Part 2 - Represent the Different Types of Variables
1. Adopt the Basic Terminology Used in Statistics
2. Discover the Four Variable Types
3. Represent the Empirical Distribution of a Variable
4. Represent Variables in the Form of a Table
Quiz: Check Your Knowledge About Representing Variables

Part 3 - Perform Univariate Analyses
1. Understand the Purpose of Univariate Analysis
2. Calculate Measures of Central Tendency
3. Calculate the Value Spread in your Data
4. Calculate Measures of Shape
5. Explore Measures of Concentration
Quiz: Check your Knowledge About Performing a Univariate Analysis

Part 4 - Perform Bivariate Analyses
1. Understand the Purpose of Bivariate Analysis
2. Find Correlations in your Data
3. Analyze Correlations between Two Quantitative Variables
4. Analyze Two Quantitative Variables using Linear Regression
5. Analyze One Quantitative and One Qualitative Variable using ANOVA
6. Analyze Two Qualitative Variables using the Chi-Square Test
7. Get Some Practice Performing Bivariate Analyses

Certificate