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Anomaly Detection

Tutorials

  • Spectral Residual:
    • anomaly detecion for time-series data
    • online detection (almost real-time)
  • Autoencoder:
    • anomaly detection with encoder-decoder deep learning model
    • ANN-based, CNN-based, LSTM-based, etc.
    • for images, time-series, etc.
    • VAE(Variational AE)
  • Seq2Seq:
    • anomaly detection with sequence-to-sequence deep learning model for time-series only.