NumPy Arrays
Understand arrays, vectorized operations, shapes, and numeric workflows.
pandas DataFrames
Load, inspect, filter, group, and summarize tabular data.
Matplotlib Basic Plots
Create simple line, bar, scatter, and histogram charts.
Data Cleaning Workflow
Clean messy records with repeatable steps and visible assumptions.
Notebooks vs Scripts
Choose notebooks for exploration and scripts for repeatable production work.