Update README.md

README.md

@@ -2619,6 +2619,26 @@ model-index:
 
 If you would like to finetune a model on more data, you can use this model as an initialization
 
+## Hosted Inference API
+
+The easiest way to get started with Nomic Embed is through the Nomic Embedding API.
+
+Generating embeddings with the `nomic` Python client is as easy as 
+
+```python
+from nomic import embed
+
+output = embed.text(
+    texts=['Nomic Embedding API', '#keepAIOpen'],
+    model='nomic-embed-text-v1',
+    task_type='search_document'
+)
+
+print(output)
+```
+
+For more information, see the [API reference](https://docs.nomic.ai/reference/endpoints/nomic-embed-text)
+
 
 ## Training Details