update README

Signed-off-by: Mustafa <[email protected]>

Author: MSCetin37

FinanceAgent/docker_compose/intel/hpu/gaudi/README.md

@@ -5,7 +5,7 @@ This README provides instructions for deploying the Finance Agent application us
 
 - [Overview](#overview)
 - [Prerequisites](#prerequisites)
-- [Quick Start Deployment](#quick-start-deployment)
+- [Start Deployment](#start-deployment)
 - [Building Custom Images (Optional)](#building-custom-images-optional)
 - [Validate Services](#validate-services)
 - [Accessing the User Interface (UI)](#accessing-the-user-interface-ui)
@@ -31,9 +31,9 @@ Clone the GenAIExamples repository:
    cd GenAIExamples/FinanceAgent/docker_compose/intel/hpu/gaudi
 ```
 
-## Quick Start Deployment
-This uses the default vLLM-based deployment profile (finance-gaudi-vllm).
-## Configure Environment
+## Start Deployment
+This uses the default vLLM-based deployment profile (vllm-gaudi-server).
+### Configure Environment
 Set required environment variables in your shell:
 
 ```shell
@@ -59,8 +59,8 @@ Set required environment variables in your shell:
 
 Note: The compose file might read additional variables from set_env.sh. Ensure all required variables like ports (LLM_SERVICE_PORT, TEI_EMBEDDER_PORT, etc.) are set if not using defaults from the compose file. For instance, edit the set_env.sh to change the LLM model:
 
-## Start Services
-### Deploy with Docker Compose
+### Start Services
+#### Deploy with Docker Compose
 Below is the command to launch services
    - vllm-gaudi-server
    - tei-embedding-serving
@@ -78,7 +78,7 @@ Below is the command to launch services
    docker compose up -d
 ```
 
-### [Optional] Build docker images
+#### [Optional] Build docker images
 
 Only needed when docker pull failed.