Update README.md

README.md

@@ -2617,6 +2617,9 @@ model-index:
 <b>The text embedding set trained by <a href="https://jina.ai/"><b>Jina AI</b></a>.</b>
 </p>
 
+## Quick Start
+
+The easiest way to starting using `jina-embeddings-v2-base-en` is to use Jina AI's [Embedding API](https://jina.ai/embeddings/).
 
 ## Intended Usage & Model Info
 
@@ -2634,9 +2637,9 @@ Additionally, we provide the following embedding models:
 
 - [`jina-embeddings-v2-small-en`](https://huggingface.co/jinaai/jina-embeddings-v2-small-en): 33 million parameters.
 - [`jina-embeddings-v2-base-en`](https://huggingface.co/jinaai/jina-embeddings-v2-base-en): 137 million parameters **(you are here)**.
-- [`jina-embeddings-v2-base-zh`](): Chinese-English Bilingual embeddings (soon).
-- [`jina-embeddings-v2-base-de`](): German-English Bilingual embeddings (soon).
-- [`jina-embeddings-v2-base-es`](): Spanish-English Bilingual embeddings (soon).
+- [`jina-embeddings-v2-base-zh`](https://huggingface.co/jinaai/jina-embeddings-v2-base-zh): Chinese-English Bilingual embeddings.
+- [`jina-embeddings-v2-base-de`](https://huggingface.co/jinaai/jina-embeddings-v2-base-de): German-English Bilingual embeddings.
+- [`jina-embeddings-v2-base-es`](https://huggingface.co/jinaai/jina-embeddings-v2-base-es): Spanish-English Bilingual embeddings.
 
 ## Data & Parameters
 
@@ -2703,9 +2706,10 @@ embeddings = model.encode(
 )
 ```
 
-## Fully-managed Embeddings Service
+## Alternatives to Using Transformers Package
 
-Alternatively, you can use Jina AI's [Embedding platform](https://jina.ai/embeddings/) for fully-managed access to Jina Embeddings models.
+1. _Managed SaaS_: Get started with a free key on Jina AI's [Embedding API](https://jina.ai/embeddings/). 
+2. _Private and high-performance deployment_: Get started by picking from our suite of models and deploy them on [AWS Sagemaker](https://aws.amazon.com/marketplace/seller-profile?id=seller-stch2ludm6vgy).
 
 ## Use Jina Embeddings for RAG