hanyoseob / pdf-ML-losses

[PDF] Machine Learning Loss Functions

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Machine Learning Loss Functions

(Please read a pdf file)

1. Supervised learning

1.1 L1 Loss (= Mean Absolute Error Loss; MAE Loss)

1.2 L2 Loss (= Mean Squared Error Loss; MSE Loss)

2. Unsupervised learning

2.1 Generative Adversarial Network (GAN)

2.2 pix2pix: Conditional GAN (cGAN)

2.3 CycleGAN

2.4 StarGAN