What I know

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Created: June 9, 2017 / Updated: March 22, 2020 / Status: in progress / 1 min read (~100 words)

Topic (Confidence)

  • Artificial neural network (80%)
  • Layer (100%)
  • Activation functions (60%)
  • Forward propagation (60%)
  • Back propagation (20%)
  • Loss metric
    • Binary cross entropy (50%)
    • Categorical cross entropy (40%)
  • Optimizer
    • SGD
    • RMSProp
    • Adam
    • NAdam
    • Adamax
    • Adadelta
    • Adagrad
  • RNN (30%)
    • GRU (5%)
    • LSTM (5%)
  • CNN (40%)
  • DNN (50%)
  • Autoencoder (AE) (10%)
    • Variational autoencoder (VAE) (5%)
  • Generative adversarial network (GAN)
  • Reinforcement learning (20%)
    • Value policy (20%)
    • Action-value policy (20%)
    • Q-learning (0%)
    • A3C
  • Data augmentation (30%)
    • Image (40%)
    • Text
    • Data
  • Common problems
    • Regression (40%)
    • Classification (50%)
    • Sequence translation
    • Sequence recognition
    • Speech recognition (STT)
    • Handwriting recognition (50%)
    • Speech generation (TTS)
    • Object recognition from images
    • Object recognition from video
  • Network operations
    • Pooling
  • Natural language processing
  • Linear algebra (60%)