yunjey/davian-tensorflow

tensorflow tutorial for beginner to intermediate

DAVIAN TensorFlow (ongoing)

This repository is created for DAVIAN TensorFlow study.

Tutorial index

Week 1

• Introduction to MNIST dataset - Download and visualize MNIST dataset
• TensorFlow basic - Session / Constants / Variables / Sharing variables / Placeholder
• Feed forward neural network - Neural network for MNIST dataset classification

Week 2

• Convolutional Neural Network - Convnet for MNIST dataset classification
• Save and Restore Model - Save and restore tensor variables
• Recurrent Neural Network - LSTM RNN for MNIST dataset classification

Week 3

• TensorBoard - Tensorboard for visualizing the model and real-time debugging
• Sequence to Sequence Learning - Neural machine translation with attention mechanism (English to Korean)

Week 4

• Deep Convolutional Generative Adverserial Network - DCGAN for unsupervised image generation

Week 5

• TensorBoard Embedding Visualization - Neural network hidden layer embedding and visualization (TSNE/PCA)