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VisualizationsClassical Machine Learning

Filter Feature Selection

Slide to keep the top 3 to 20 features, each scored before training. Accuracy and results on new data peak near 10, while training time keeps rising.

The Feature Ranking Laboratory

20 features, each scored in advance. Slide Top-K and watch the model react instantly.

Top 3Top 20
IncomePurchase HistoryCredit ScoreAgeEmployment LengthEducationSavingsDebt RatioRegionTenure
Accuracy94%
Generalization Score92%
Training Time11s
Model ComplexityMedium

Right around here, accuracy and generalization both peak. Extra features from this point on mostly add cost.

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