zGFxRbzYWbr4iY05JA6q0w==;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
- Why this lesson exists
-
1. Binary Cross-Entropy (BCE)
-
2. Class-Weighted Binary Cross-Entropy
-
3. Class-Weighted Categorical Cross-Entropy (CCE)
-
4. Focal Loss
-
5. Label Smoothing
-
6. MSE for Regression
-
7. Huber Loss
-
8. MAE (L1 Loss)
-
9. Quantile Loss
-
10. Ranking Losses: Pointwise, Pairwise, and LambdaRank
-
11. Embedding / Contrastive Losses
-
12. Knowledge Distillation Loss
-
13. Noisy-Label Losses
- Interview strategy
- Connections
- Further reading