update root README

Signed-off-by: Panos Vagenas <[email protected]>

README.md

@@ -62,8 +62,8 @@ This section will showcase examples of semantic capabilitilies in the area of Q&
 
 |    | Name              | Description |
 | -- | ----------------- | ----------- |
-| 1. | [QA on a specific document][qa_single_doc] | Interact with a specific document using Conversational AI <br /> [<img src=".readme_resources/documentqa.png" width="300px" />][qa_single_doc] |
-| 2. | [QA on a document collection][qa_doc_collection] | Interact with a document collection using Conversational AI <br /> [<img src=".readme_resources/qa_doc_collection.png" width="300px" />][qa_doc_collection] |
+| 1. | [QA quick start][qa_quick_start] | Get started with semantic ingestion, RAG, and retrieval.<br /> [<img src=".readme_resources/documentqa.png" width="300px" />][qa_quick_start] |
+| 2. | [QA deep dive][qa_deep_dive] | Explore advanced RAG and semantic retrieval capabilities.<br /> [<img src=".readme_resources/qa_doc_collection.png" width="300px" />][qa_deep_dive] |
 
 
 ### Bring your own
@@ -144,7 +144,8 @@ For individual model usage, please refer to the model licenses found in the orig
 [data_extract_figures]: ./examples/data_extract_figures/
 [data_query_chemistry]: ./examples/data_query_chemistry/
 [data_query_chemistry_patcid]: ./examples/data_query_chemistry_patcid/
-[qa_single_doc]: ./examples/qa_single_doc
+[qa_quick_start]: ./examples/qa_rag_semantic_retrieval/qa_quick_start.ipynb
+[qa_deep_dive]: ./examples/qa_rag_semantic_retrieval/qa_deep_dive.ipynb
 [qa_doc_collection]: ./examples/qa_doc_collection
 [bring_your_own_pdf]: ./examples/bring_your_own_pdf/
 [bring_your_own_converted_documents]: ./bring_your_own_converted_documents/