03 — Exploratory Data Analysis
Open-ended investigation of a dataset to understand its structure, distributions, relationships, and quality before committing to any modelling approach.
Notes
- Exploratory Data Analysis — univariate and bivariate analysis, missing values, outliers, class imbalance, distribution shape
- Data Visualization for Modelling — chart selection guide, distribution plots, classification and regression diagnostics, calibration curves