Update Chance RAG Documentation.md

Chance RAG Documentation.md

@@ -6,7 +6,7 @@ ChanceRAG is a Retrieval-Augmented Generation (RAG) application designed to proc
 
 ## **Data Flow:**
 
-![Data Flow](images/Flow.png "Data Flow")
+![Data Flow](images/Data_Flow.png)
 
 ### **1\. Document Processing and Embedding Storage:**
 
@@ -95,19 +95,16 @@ Components include:
 * Chunk Size and Overlap Adjustment  
 * Response Display.
 
-![][image2]
+![Landing Page][images/Landing_Page.png]
 
-![][image3]
+![Response Style][images/Response_Style.png]
 
-![][image4]
+![Retrieval Methods][images/Retrieval_Methods.png]
 
-### 
+![Reranking Methods](images/Reranking_Methods.png)
 
-### 
+![RAG Response](images/RAG_Response.png)
 
-### 
-
-### 
 
 ## **Performance Optimization:**