zavolokas/dl

Deep learning related projects

DL

Simple_Neural_Network

build a simple network to make predictions of bike-sharing usage

Sentiment_Classification

build a network for sentiment analysis on the movie review data

Object_Recognition

• Object_Recognition.ipynb: build a neural network classify images from the CIFAR-10 dataset
• Digit_Recognition: build a neural network that recognizes handwritten numbers using the MNIST data set

Recurrent_Neural_Network

• Intro_to_RNN: build a character-wise RNN trained on Anna Karenina
• How-to-Generate-Music-Demo: uses Keras & Theano to generate jazz music

Skip_Gram_word2vec

train a network to learn representations for words that show up in similar contexts

Generate_TV_Scripts

generate a new TV script for a scene at Moe's Tavern

Transfer_Learning

take a pre-trained neural network (e.g AlexNet, VGG, GoogLeNet, ResNet) and adapting the neural network to a new, different data set

Translation_Chatbot

• language_translation.ipynb: build a chatbot that translates text in real time
• sequence_to_sequence: build a model that takes in a sequence of letters, and outputs a sorted version of that sequence
• How_to_make_a_chatbot
• How_to_make_a_language_translator

Reinforcement_Learning

• Q-learning-cart.ipynb: use Q-learning to train an agent to play a game called Cart-Pole
• Smartcab: implement a Q-Learning algorithm for the self-driving agent to guide the agent towards its destination within the allotted time

Generative_Adversarial_Network

• Intro_to_GANs.ipynb: build a generative adversarial network (GAN) trained on the MNIST dataset
• Autoencoders: build a simple autoencoder to compress the MNIST dataset
• Deep_Convolutiona_GANs: implement the Deep Convolutional GAN model to generate full color images
• Generate_Faces: use a generative adversarial network (GAN) to generate novel faces
• How_to_generate_video

One_Shot_Learning

• How-to-Learn-from-Little-Data: use a Memory Augmented Neural Network in Tensorflow to perform one-shot learning on the Omniglot dataset

Stanford_CS20SI_tensorflow_for_deep_learning_research

contains code examples for the course CS 20SI: TensorFlow for Deep Learning Research