sae_encode_decode: Stacked Autoencoder - Encode

In daltoolbox: Leveraging Experiment Lines to Data Analytics

Stacked Autoencoder - Encode

Description

Creates an deep learning stacked autoencoder to encode a sequence of observations. The autoencoder layers are based on DAL Toolbox Vanilla Autoencoder It wraps the pytorch library.

Usage

sae_encode_decode(
  input_size,
  encoding_size,
  batch_size = 32,
  num_epochs = 1000,
  learning_rate = 0.001,
  k = 3
)

Arguments

input_size	input size
encoding_size	encoding size
batch_size	size for batch learning
num_epochs	number of epochs for training
learning_rate	learning rate
k	number of AE layers in the stack

Value

a sae_encode_decode object.

Examples

#See example at https://nbviewer.org/github/cefet-rj-dal/daltoolbox-examples

daltoolbox documentation built on April 12, 2025, 1:28 a.m.