My ipython notebook playground

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Contents

• dumbcoin

  • bitcoin/dumbcoin/dumbcoin.ipynb : A bitcoin-like educational blockchain implementation.

• perceptron

  • perceptron/perceptron.ipynb : A single unit perceptron implementation in python, with a nice video of the training if you run the notebook locally.
  • perceptron/perceptron_theano.ipynb : Perceptron but with Theano this time

• keras (deep learning)

  • keras/convmnist/keras_cnn_mnist.ipynb : Keras' CNN example on MNIST with weights and convolutions visualization
  • keras/convmnist/keras_conv_autoencoder_mnist.ipynb : Convolutional autoencoder on MNIST
  • keras/learning_cosine.ipynb: Learning a cosine with a simple NN using keras

• strava API (GPS sport tracking service)

  • strava/strava_get_activities.ipynb : Getting your activities from strava
  • strava/analytics.ipynb : Loading them and doing some basics analytics

• misc_ml (Some notes about machine learning)

  • misc_ml/curse_dimensionality.ipynb : Plots about the curse of dimensionality