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Your first machine learning analysis
A Statground study plan that avoids leakage and evaluates a baseline first.
Before you start: Python, pandas and basic statistics.
Target and baseline
Define the prediction target and baseline; split train/test data before preprocessing.
6 hoursFind related courses →A safe Pipeline
Put imputation and scaling in a Pipeline and fit a linear baseline.
6 hoursFind related courses →Compare consistently
Fix the evaluation metric and compare two models with cross-validation.
6 hoursFind related courses →Final evaluation and report
Evaluate the held-out test set once at the end; write an error analysis and model report.
6 hoursFind related courses →
Times are suggested study budgets including practice, not course video durations.
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