T9dmlk+m5gowCIxpKkeviA==;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
- Why this lesson exists
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1. Binary Cross-Entropy (BCE)
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2. Class-Weighted Binary Cross-Entropy
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3. Class-Weighted Categorical Cross-Entropy (CCE)
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4. Focal Loss
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5. Label Smoothing
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6. MSE for Regression
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7. Huber Loss
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8. MAE (L1 Loss)
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9. Quantile Loss
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10. Ranking Losses: Pointwise, Pairwise, and LambdaRank
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11. Embedding / Contrastive Losses
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12. Knowledge Distillation Loss
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13. Noisy-Label Losses
- Interview strategy
- Connections
- Further reading