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Tutorials

Tutorials for Special Topics in Advanced Machine Learning class

Description

Content:

  • Readme.md - this file
  • adversarial - demonstrate GAN on mnist
  • autoencoder - demonstrate autoencoders on mnist
  • classification - demonstrate classification on mnist
  • regression - demonstrate simple regression (runs on CPU)

Each tutorial folder contains:

  • doall.lua - main script, which executes other files
  • loadMnist.lua - downloading and loading mnist dataset
  • model.lua - creates NN model
  • saveModel.lua - sets of functions to to remove temporary data from model and save it
  • train.lua - sets of functions for training NN and main training loop

Running

From a selected tutorial directory run:

qlua doall.lua

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