Variational Auto Encoder: https://www.youtube.com/watch?v=VELQT1-hILo

Following:

  1. Aladdin Persson YouTube playlist for PyTorch and paper implementations.
  2. Tutorials by Python Engineer, freeCodeCamp

Loss Function in Deep Learning

  • Regression
    • MSE(Mean Squared Error)
    • MAE(Mean Absolute Error)
    • Hubber loss
  • Classification
    • Binary cross-entropy
    • Categorical cross-entropy
  • AutoEncoder
    • KL Divergence
  • GAN
    • Discriminator loss
    • Minmax GAN loss
  • Object detection
    • Focal loss
  • Word embeddings
    • Triplet loss