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!
2. Modelling Coloured Images
Extending the model to the full colour spectrum
3. PixelCNN's Blind Spot and how to fix it
How to fix the Pixel CNN's blind spot