add embeddings

qdrant-landing/content/documentation/embeddings/_index.md

@@ -1,3 +1,4 @@
+
 ---
 title: Embeddings
 weight: 15
@@ -14,18 +15,30 @@ Additionally, [any open-source embeddings from HuggingFace](https://huggingface.
 
 ## Integration code samples:
 
-| Embeddings Providers          |
-| ----------------------------- |
-| [Aleph Alpha](./aleph-alpha/) |
-| [Bedrock](./bedrock/)         |
-| [Cohere](./cohere/)           |
-| [Gemini](./gemini/)           |
-| [Jina](./jina-emebddngs/)     |
-| [Mistral](./mistral/)         |
-| [Nomic](./nomic/)             |
-| [Nvidia](./nvidia/)           |
-| [OpenAI](./openai/)           |
-| [Prem AI](./premai/)          |
-| [Snowflake](./snowflake/)     |
-| [Upstage](./upstage/)        |
-| [Voyage AI](./voyage/)        |
+| Embeddings Providers          | Description |
+| ----------------------------- | ----------- |
+| [Aleph Alpha](./aleph-alpha/) | Multilingual embeddings focused on European languages. |
+| [Bedrock](./bedrock/)         | AWS managed service for foundation models and embeddings. |
+| [BGE](./bge/)                 | Chinese embeddings for various NLP tasks. |
+| [Clarifai](./clarifai/)       | Embeddings for image and video recognition. |
+| [Clip](./clip/)               | Aligns images and text, created by OpenAI. |
+| [Cohere](./cohere/)           | Language model embeddings for NLP tasks. |
+| [Databricks](./databricks/)   | Scalable embeddings integrated with Apache Spark. |
+| [Gemini](./gemini/)           | Google’s multimodal embeddings for text and vision. |
+| [GPT4All](./gpt4all/)         | Open-source, local embeddings for privacy-focused use. |
+| [Instruct](./instruct/)       | Embeddings tuned for following instructions. |
+| [Jina](./jina-emebddngs/)     | Customizable embeddings for neural search. |
+| [John Snow Labs](./johnsnow/) | Medical and clinical embeddings. |
+| [Mistral](./mistral/)         | Open-source, efficient language model embeddings. |
+| [MixedBread](./mixedbread/)   | Lightweight embeddings for constrained environments. |
+| [Nomic](./nomic/)             | Embeddings for data visualization. |
+| [Nvidia](./nvidia_nemo/)      | GPU-optimized embeddings from Nvidia. |
+| [OCI](./oci/)                 | Oracle Cloud’s AI service with embeddings. |
+| [Ollama](./ollama/)           | Embeddings for conversational AI. |
+| [OpenAI](./openai/)           | Industry-leading embeddings for NLP. |
+| [Prem AI](./premai/)          | Precise language embeddings. |
+| [Snowflake](./snowflake/)     | Scalable embeddings for big data. |
+| [Together AI](./together_ai/) | Community-driven, open-source embeddings. |
+| [Upstage](./upstage/)         | Embeddings for speech and language tasks. |
+| [Voyage AI](./voyage/)        | Navigation and spatial understanding embeddings. |
+| [Watsonx](./watsonx/)         | IBM's enterprise-grade embeddings. |