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Hiresh Jakkala Bhaskar edited this page Apr 10, 2019 · 5 revisions

Variational Autoencoder

Reconstruction:

Hyperparameters:

  • learning_rate=0.005
  • training_epochs=15
  • Batch Size =100

Network Structure:

Number of Neurons:

  • Encoder:
    • Hidden layer 1: 600
    • Hidden layer 2: 500
  • Decoder:
    • Hidden layer 1: 600
    • Hidden layer 2: 500

Latent Space: 15d

Execution:

Output:

2d latent space:

Hyperparameters:

  • learning_rate=0.005
  • training_epochs=15
  • Batch Size =5000

Network Structure:

Number of Neurons:

  • Encoder:
    • Hidden layer 1: 600
    • Hidden layer 2: 500
  • Decoder:
    • Hidden layer 1: 600
    • Hidden layer 2: 500

Latent Space: 2d

Execution:

Output:

Plot: