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Classifier Dashboard

Video Example

class-dash-gif.gif

A Dashboard that displays key metrics for evaluating my models.

The Problem this solves:

I was having trouble finding a way to make a binary prediction because my target feature was skewed 97:3, so I made this to compare and choose the best model. It is especially helpful as I work more with the data and need quick visuals.

Highlights

Heatmap: Overall comparision between models that displays each metric.

  • Features a 'hover' function that changes the graphs that are displayed below.

ROC Curve: Plots the true positive rate against the false positive rate

  • Includes the AUC, which indicates how well the model is at separating classes

Precision-Recall Curve: Plots precision vs recall.

  • Good for when you want to optimize one or the other

Classification Report: Displays precision, recall, f1, and the binary support.

Confusion Matrix: Displays the TP, FP, TN, and FN values for the given model.

Lots of help from:

https://github.com/taylorplumer/classifiers-dash

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