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Metric choice

Which metrics should you use for your models? These articles help answer that question

What is a good performance metric for clustering algorithms?
Metrics for imbalanced data

Regression metric comparisons

RMSE vs MAE, which should I use?
RMSE vs MSE, what's the difference?
MAE vs MAPE, which is best?
RMSE vs MAPE, which is the best regression metric?
MSE vs MAE, which is the better regression metric?

Classification metrics comparisons

AUC vs accuracy, which is the best metric?
Accuracy vs balanced accuracy, which is the best metric?
F1 score vs AUC, which is the best classification metric?
F1 score vs accuracy, which is the best classification metric?
Micro vs Macro F1 score, what’s the difference?


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Read the latest issue of Fit Predict

Fit Predict #5: Pubs are the conference centres of the future

31 Jan 2023

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