Deep Autoregressive Models

This repository is a supplement to our blog series Deep Autoregressive Models.

Setup

Clone the git repository :

git clone https://github.com/Mind-the-Pineapple/Autoregressive-models.git

Python 3 with TensorFlow 2.0+ are the primary requirements. Install virtualenv and create a new virtual environment:

sudo apt update
sudo apt install python3-dev python3-pip
sudo pip3 install -U virtualenv  # system-wide install
virtualenv --system-site-packages -p python3 ./venv

Then, install requirements

source ./venv/bin/activate
pip3 install --upgrade pip
pip3 install -r requirements.txt

1. Autoregressive Models — PixelCNN

Creating digits with deep generative models!

• PixelCNN Medium Story
• Google Colab
• Code
• Paper -> Pixel Recurrent Neural Networks

2. Modelling Coloured Images

Extending the model to the full colour spectrum

• PixelCNN - RGB Medium Story
• Google Colab
• Code
• Paper -> Pixel Recurrddent Neural Networks

3. PixelCNN's Blind Spot and how to fix it

How to fix the Pixel CNN's blind spot

• PixelCNN Medium Story
• Google Colab
• Code
• Paper -> Gated PixelCNNs