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Hands-On Data Science Study
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Module 2
Exploratory Data Analysis for Business Insights
1
Visualizing Feature Distributions with Histograms and Box Plots
Create histograms and box plots with matplotlib/seaborn to understand feature distributions.
2
Visualizing Relationships: Scatter Plots and Correlation Heatmaps
Use scatter plots and correlation heatmaps to investigate relationships between variables.
3
Outlier Detection with the IQR Rule
Detect and analyze outliers using statistical methods like the IQR rule.
4
Interpreting Visual Business Trends
Translate visual patterns from charts into plain-language statements about potential business trends.
5
Summarizing EDA Findings: Visuals & Hypotheses
Structure a concise summary of EDA findings, including key visualizations and initial hypotheses.
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