Pandas

Pandas idioms for a tabular dataset, the cleaning procedure that readies a fresh CSV for a split, the analysis patterns that answer questions about the cleaned frame, the charts that show the answers, the pipeline that models the target, and the MIT courses behind all of it.

Clean-Up Twelve steps, from load to split. Analysis Aggregate, group, filter, derive, relate, join, reshape. Plot Six chart shapes, one line each. Model Split, baseline, pipeline, score, validate, explain. Walkthrough One table from load to a cross-validated score, every cell with its output. MIT Roadmap Five stages of free MIT courses, from Python to machine learning.