Update README.md

README.md

@@ -7,4 +7,29 @@ sdk: static
 pinned: false
 ---
 
-Edit this `README.md` markdown file to author your organization card.
+
+<p align="center">
+<img style="vertical-align:middle" src="https://raw.githubusercontent.com/Adapter-Hub/adapters/main/docs/img/adapter-bert.png" width="80" />
+</p>
+<h1 align="center">
+<span><i>Adapters</i></span>
+</h1>
+
+<h3 align="center">
+A Unified Library for Parameter-Efficient and Modular Transfer Learning
+</h3>
+<h3 align="center">
+    <a href="https://adapterhub.ml">💻 Website</a>
+    &nbsp; • &nbsp;
+    <a href="https://docs.adapterhub.ml">📚 Documentation</a>
+    &nbsp; • &nbsp;
+    <a href="https://arxiv.org/abs/2311.11077">📜 Paper</a>
+    &nbsp; • &nbsp;
+    <a href="https://github.com/Adapter-Hub/adapters/tree/main/notebooks">🧪 Notebook Tutorials</a>
+</h3>
+
+_Adapters_ is an add-on library to [HuggingFace's Transformers](https://github.com/huggingface/transformers), integrating [various adapter methods](https://docs.adapterhub.ml/overview.html) into [state-of-the-art pre-trained language models](https://docs.adapterhub.ml/model_overview.html) with minimal coding overhead for training and inference.
+
+```
+pip install adapters
+```