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README.md

Keras

Keras is a framework for machine learning, specically deep learning. This directory contains a number of examples of using Keras for various machine learning tasks.

What is it?

  1. mnist_data_exploration.ipynb: jupyter notebook exploring the MNIST data set.
  2. mnist_mlp.ipynb: jupyter notebook implementing two multilayer perceptron models to learn the MNIST data set.
  3. mnist_cnn.ipynb: jupyter notebook implementing two convolutional neural network models to learn the MNIST data set.
  4. mnist_ensemble.ipynb: jupyter notebook that implements a somewhat silly ensemble of three MLP networks.
  5. mnist_cnn.pbs: example PBS script to exectute the mnist_cnn.ipynb notebook in batch as a job.
  6. Flatland: machine learning adventures in Flatland.

References

Excellent tutorial.