Update README.md

README.md

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-# steam-stylegan2-ada
-Train a StyleGAN2-ADA on Colaboratory to generate Steam banners. 
+# Steam StyleGAN2-ADA
+
+The goal of this [Google Colab][colab-website] notebook is to capture the distribution of Steam banners and sample with a StyleGAN2-ADA.
+
+## Usage
+
+-   Acquire the data, e.g. as a snapshot called `256x256.zip` in [my data repository][data-repository],
+-   Run [`StyleGAN2-ADA_training.ipynb`][colab-notebook] to train a StyleGAN2-ADA model from scratch.
+[![Open In Colab][colab-badge]][colab-notebook]
+
+## References
+
+-   StyleGAN:
+    -   [Karras, Tero, et al. *A Style-Based Generator Architecture for Generative Adversarial Networks*. CVPR 2019.][stylegan1-paper]
+    -   [Official implementation][stylegan1-official-repository]
+    -   [Application to Steam banners][stylegan1-applied-to-steam-banners]
+-   StyleGAN2:
+    - [Karras, Tero, et al. *Analyzing and Improving the Image Quality of StyleGAN*. CVPR 2020.][stylegan2-paper]
+    -   [Official implementation][stylegan2-official-repository]
+    -   [Application to Steam banners][stylegan2-applied-to-steam-banners]
+-   StyleGAN2-ADA:
+    -   [Karras, Tero, et al. *Training generative adversarial networks with limited data*. arXiv 2020.][stylegan2-ada-paper]
+    -   [Official implementation][stylegan2-ada-official-repository]
+    -   [Application to Steam banners][stylegan2-ada-applied-to-steam-banners]
+
+<!-- Definitions -->
+
+[colab-website]: <https://colab.research.google.com>
+[colab-notebook]: <https://colab.research.google.com/github/woctezuma/steam-stylegan2-ada/blob/main/StyleGAN2-ADA_training.ipynb>
+[colab-badge]: <https://colab.research.google.com/assets/colab-badge.svg>
+
+[data-repository]: <https://github.com/woctezuma/download-steam-banners-data>
+
+[stylegan1-paper]: <https://arxiv.org/abs/1812.04948>
+[stylegan2-paper]: <https://arxiv.org/abs/1912.04958>
+[stylegan2-ada-paper]: <https://arxiv.org/abs/2006.06676>
+
+[stylegan1-official-repository]: <https://github.com/NVlabs/stylegan>
+[stylegan2-official-repository]: <https://github.com/NVlabs/stylegan2>
+[stylegan2-ada-official-repository]: <https://github.com/NVlabs/stylegan2-ada>
+
+[stylegan1-applied-to-steam-banners]: <https://github.com/woctezuma/steam-stylegan>
+[stylegan2-applied-to-steam-banners]: <https://github.com/woctezuma/steam-stylegan2>
+[stylegan2-ada-applied-to-steam-banners]: <https://github.com/woctezuma/steam-stylegan2-ada>