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. underfitting_overfitting.ipynb: jupyter notebook illustrating over and underfitting for least square fits.
2. activation_functions.ipynb: jupyter notebook illustrating some activation functions for deep learning applications.
3. mnist_data_exploration.ipynb: jupyter notebook exploring the MNIST data set.
4. mnist_mlp.ipynb: jupyter notebook implementing two multilayer perceptron models to learn the MNIST data set.
5. convolution.ipynb: Jupyter notebook illustrating convolution for feature detection in the MNIST data set.
6. mnist_cnn.ipynb: jupyter notebook implementing two convolutional neural network models to learn the MNIST data set.
7. mnist_ensemble.ipynb: jupyter notebook that implements a somewhat silly ensemble of three MLP networks.
8. mnist_cnn.pbs: example PBS script to exectute the mnist_cnn.ipynb notebook in batch as a job.
9. Flatland: machine learning adventures in Flatland.

References

Excellent tutorial.