Learn how to engineer new features from existing data and assess their relationships using correlation analysis, thereby enhancing your understanding and improving model predictions.
Overview
Syllabus
- Lesson 1: Creating a New Volume Feature
- Create the Area Feature
- Fix the Feature Creation Code
- Create a Volume Feature
- Calculate Diamond Density
- Create New Features from Scratch
- Lesson 2: Heatmap of Correlation Matrix
- Adjust Heatmap Color and Size
- Fix the Heatmap Visualization
- Creating a Correlation Heatmap
- Complete the Heatmap Visualization
- Build a Correlation Heatmap
- Lesson 3: Advanced Scatter Plot Customization
- Customize Scatter Plot Axes
- Fix the Scatter Plot Bugs
- Visualize Volume vs Price
- Create a Scatter Plot with Customizations
- Create Valid Scatter and Regression Plots
- Lesson 4: Calculate and Plot Correlations with Hue Using Scatterplots and Heatmaps
- Changing Scatter Plot Axes
- Fix the Scatter Plot Errors
- Scatter Plot of Depth and Price
- Visualizing Diamonds with Scatter Plot
- Scatter Plot Depth and Price
- Lesson 5: Highlighting Correlation Values Within a Range
- Modify Correlation Masking Range
- Debug Correlation Visualization
- Highlight Significant Correlations
- Highlighting Key Correlation Values
- Highlight Correlation with Heatmap
