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Deep Learning Foundations Nanodegree

Overview of projects

This is an overview of deep learning projects that I completed for the Udacity Deep Learning Nanodegree.

Install

These projects use Python 2 or 3 with TensorFlow 1.0 or higher. See the individual README in each project folder for requirements.

Feed Forward Neural Networks built in Numpy

feed forward

  • Built fully connected layers and implemented back propogation in numpy. Used to predict bike share usage.

Convolutional Neural Network for image classification

cnn

  • Built a convolutional neural network and optimized with batch normalizaiton to reach 81.8% test accuracy.

Recurent Neural Network for TV script generation

rnn tv scripts

  • Built a recurrent neural network to generate text that resembles tv scripts from the Simpsons TV show.

RNN for Sentiment Analysis

  • Built a recurrent neural network of multiple LSTM (long-short-term memory) cells.
  • Used an embedding layer to convert words to vectors.
  • Used GloVe (global vector of words) to set pre-trained word vectors in embedding layer.

Seq2Seq RNN for language translation

rnn translation

  • Built a seq2seq recurrent neural network to translate text from English to French.

Generative Adversarial Network for new image generation

gan faces

  • Built a generative adversarial network to generate new images that resemble human faces. The discriminator learns to distinguish between real photos of faces and non-faces. Concurrently, the generator network learns to generate data that the discriminator considers to be real faces.

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