Update mongodb_atlas_vector_search_setup.md

mongodb_atlas_vector_search_setup.md

@@ -8,7 +8,7 @@
 1. Create and log in to your MongoDB account at [mongodb.com](https://mongodb.com)
 
 2. Create Organization and Project
-   - Note that if you first create an account you have a default organization and project so you may need to skip Step 2.
+   - **Note that if you first create an account you have a default organization and project so you may need to skip Step 2.**
    - Create a new MongoDB organization
    - Name your organization as desired
    - Create a new MongoDB project
@@ -17,7 +17,7 @@
 3. Create Cluster
    - Select M0 (FREE) tier
    - Make sure to uncheck "Preload sample dataset"
-   - Keep everything else default.
+   - **Keep everything else default.**
    - Wait 1-3 minutes for cluster creation
 
 ## Security Setup
@@ -29,7 +29,7 @@
 
 5. Configure Network Access
    - Navigate on the left menu to Security -> Network Access
-   - Add IP Address: `0.0.0.0/0` (Allows access from anywhere)
+   - **Add IP Address: `0.0.0.0/0` (Allows access from anywhere)**
 
 ## Database Creation
 6. Set Up Database and Collection
@@ -53,7 +53,7 @@
             "fields": [
                         {
                            "numDimensions": 768, // Adjust based on your model. (e.g., 768 for all-mpnet-base-v2 )
-                           "path": "embedding",// Adjust it to your index/embedding column.
+                           "path": "embedding", // Adjust it to your index/embedding column.
                            "similarity": "euclidean", // Adjust it to your desired similarity function.
                            "type": "vector"
                         },
@@ -77,4 +77,4 @@
    - Click "Connect" next to name of your cluster
    - Select "Drivers"
    - Copy the connection/MongoURI string at the very end of the modal that just opened
-   - Replace `<password>` with your database user password
+   - Replace **`<password>`** with your database user password