petermartigny/deep-learning-udacity

Labs from Deep Learning MOOC @ Udacity

Deep Learning @ Udacity

This repository contains the labs from the Deep Learning MOOC @ Udacity

Lab 1 - NotMNIST

Play with the NotMNIST dataset, which is very similar to the MNIST dataset, but with more real-world characters, hence harder and funnier to play with!

Lab 2 - Feed Forward Neural Network

Play with Tensorflow to build a feed forward neural network

Lab 3 - Regularization

Explore different regularization techniques, such as L2 or dropout

Lab 4 - CNN

Play with Convolutional Neural Networks

Lab 5 - Word2Vec

Leanr and Play with word embedding with Skip-Gram and CBOW model to embed words into vectors in low dimension space!

Lab 6 - LSTM

Train a LSTM model!