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Use mse instead of Brier score.
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site/en/tutorials/structured_data/imbalanced_data.ipynb

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"Good metrics to assess probabilistic predictions are, in fact, **proper scoring rules**. Their key property is that predicting the true probability is optimal. We give two well-known examples:\n",
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"* **cross entropy** also known as log loss\n",
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"* **Brier score** also known as squared error\n",
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"* **Mean squared error** also known as the Brier score\n",
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"#### Metrics for deterministic 0/1 predictions\n",
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"\n",

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