损失函数总结
ref
- 损失函数总结 [blog]
分类损失函数
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Hing-Loss
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Log-Loss (Loss与交叉熵的等价性)
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Exponential Loss
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Zero-One Loss
回归损失函数
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Square Loss
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Absolute Loss
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Huber Loss
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Fair Loss
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Log-Cosh Loss
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Quantile Loss
- Commmon Loss functions in Machine Learning [url] [cheat sheet]
Regression Losses
- Mean Square Error/Quadratic Loss/ L2 Loss
- Mean Absolute Error/L1 Loss
Classification Losses
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Hinge Loss/ Multi-class SVM Loss
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Cross Entropy Loss / Negative Log Likelihood
机器学习Metrics总结
