Photo by Tim Mossholder

  • Sample efficiency — how many samples are needed to train a good policy?
  • Stability & convergence — how easy & how fast the model converges.
  • Generalization — Will the…

What is the challenge?

In social networks, friend connections can be realized by a social graph.

  • DCGAN
  • CycleGAN
  • Pix2Pix
  • Neural style transfer
  • Adversarial FGSM
  • Autoencoder
  • Autoencoder Denoising
  • Autoencoder Anomaly detection
  • Convolutional Variational Autoencoder (VAE)
  • DeepDream

DCGAN

DCGAN is one popular design for GAN. It composes of convolution and transposed convolutional layers without max pooling or fully connected…

  • IMDB files: Sentimental analysis with pre-trained TF Hub BERT model and AdamW,
  • GLUE/MRPC BERT finetuning,
  • Transformer for language translation.

IMDB files: Sentimental analysis with pre-trained TF Hub BERT model and AdamW

In this example, we use a pre-trained TensorFlow Hub model for BERT…

Jonathan Hui

Deep Learning

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