Normalizing Flows tutorial
Luiken N.1
King Abdullah University of Science and Technology (KAUST)1
The following notebooks is provided:
- 📙
NF_mnist.ipynb: notebook illustrating how to set up a normalizing flow using the normflows package and build a generative model using the MNIST dataset.
To ensure reproducibility of the results, we suggest using the environment.yml file when creating an environment.
Simply run:
./install_env.sh
It will take some time, if at the end you see the word Done! on your terminal you are ready to go.
Remember to always activate the environment by typing:
conda activate normalizing_flows
Note
All experiments have been carried on a Intel(R) Xeon(R) CPU @ 2.10GHz equipped with a single NVIDIA GEForce RTX 3090 GPU. Different environment configurations may be required for different combinations of workstation and GPU.