diff --git a/air-gapped_installations/README.md b/air-gapped_installations/README.md
index f7943128..19588399 100644
--- a/air-gapped_installations/README.md
+++ b/air-gapped_installations/README.md
@@ -7,12 +7,12 @@ This guide walks you through the installation process of Custom Recipes in an ai
 ## Prerequisite 
 - Two DAI installations are required: one on an **Air-Gapped Machine** and the other on an **Internet-Facing Machine**. These terms will be used throughout the document for clarity.
 - First, install DAI on the air-gapped machine (a machine isolated from the Internet). DAI can be installed using any available package type (e.g., TAR SH, Docker, DEB). You can download the installation packages from [H2O.ai Downloads](https://h2o.ai/resources/download/).
-- On the Internet-facing machine, clone the repository and check out the appropriate branch for your DAI `VERSION`
-```
+- On the Internet-facing machine, clone the repository and check out the appropriate branch for your DAI `VERSION`:
+  ```
   git clone https://github.com/h2oai/driverlessai-recipes.git
   cd driverlessai-recipes
   git checkout rel-VERSION # eg. git checkout rel-1.9.0 for DAI 1.9.0
-```
+  ```
 
 ## Installation Guide
 Follow the steps below to use custom recipes for DAI in an air-gapped environment:
@@ -22,19 +22,19 @@ Follow the steps below to use custom recipes for DAI in an air-gapped environmen
 1. Download the required version of the Driverless AI TAR SH installer on the Internet-Facing Machine from [H2O.ai Downloads](https://www.h2o.ai/download/).
 
 2. Run the following commands to install the Driverless AI TAR SH. Replace `VERSION` with the specific version you need.
-  ```
+    ```
     chmod 755 dai-VERSION.sh
     ./dai-VERSION.sh
-  ```
+    ```
 
 3. Next, `cd` to the unpacked directory:
-  ```
+    ```
     cd dai-VERSION
-  ```
+    ```
 
 4. Copy the `load_custom_recipe.py` script from `driverlessai-recipes/air-gapped_installations` to `dai-VERSION`.
 
-5. Run the following Python script, either in one of the following ways:
+5. Run the following Python script, in either one of the following ways:
 
   - **To load custom recipes from a local file:**
     ```
@@ -43,10 +43,10 @@ Follow the steps below to use custom recipes for DAI in an air-gapped environmen
      - `<user>`: The username (e.g., `jon`).
      - `</absolute/path/to/the/custom_recipe/file.py>`: The path to the recipe you want to upload to DAI.
   
-   For example, to load the [daal_trees recipe](https://github.com/h2oai/driverlessai-recipes/blob/rel-1.8.8/models/algorithms/daal_trees.py) from the cloned `driverlessai-recipes` repo:
-   ```
-   ./dai-env.sh python load_custom_recipe.py -username jon -p /home/ubuntu/driverlessai-recipes/models/algorithms/daal_trees.py >> load_custom_recipe.log
-   ```
+        For example, to load the [daal_trees recipe](https://github.com/h2oai/driverlessai-recipes/blob/rel-1.8.8/models/algorithms/daal_trees.py) from the cloned `driverlessai-recipes` repo:
+        ```
+        ./dai-env.sh python load_custom_recipe.py -username jon -p /home/ubuntu/driverlessai-recipes/models/algorithms/daal_trees.py >> load_custom_recipe.log
+        ```
 
   - **To load custom recipes from a URL:**
     ```
@@ -54,20 +54,20 @@ Follow the steps below to use custom recipes for DAI in an air-gapped environmen
     ```
       - `<URL>`: The URL to the custom recipe.
   
-   For example, to load the [catboost recipe](https://github.com/h2oai/driverlessai-recipes/blob/rel-1.8.8/models/algorithms/catboost.py) from a URL:
-   ```
-   ./dai-env.sh python load_custom_recipe.py -username jon -u https://github.com/h2oai/driverlessai-recipes/blob/rel-1.8.8/models/algorithms/catboost.py >> load_custom_recipe.log
-   ```
+        For example, to load the [catboost recipe](https://github.com/h2oai/driverlessai-recipes/blob/rel-1.8.8/models/algorithms/catboost.py) from a URL:
+        ```
+        ./dai-env.sh python load_custom_recipe.py -username jon -u https://github.com/h2oai/driverlessai-recipes/blob/rel-1.8.8/models/algorithms/catboost.py >> load_custom_recipe.log
+        ```
   **Note:** *You can check the `load_custom_recipe.log` file to verify if the operation was successful.*
             
-6.Once the script has been executed successfully, custom recipes and Python dependencies will be installed in the `dai-VERSION/<data_directory>/<user>/contrib` directory,  where `<data_directory>` is `tmp` by default.   
+6. Once the script has been executed successfully, custom recipes and Python dependencies will be installed in the `dai-VERSION/<data_directory>/<user>/contrib` directory,  where `<data_directory>` is `tmp` by default.   
     
 7. Zip the `dai-VERSION/tmp/contrib` directory and move it to the air-gapped machine. Unzip it into the DAI `tmp` directory:
-  ```
+    ```
     cd dai-VERSION/`<data_directory>`/
     zip -r user_contrib.zip `<user>`/contrib
     scp user_contrib.zip `<remote_user>`@`<remote_system>`:`<path to data_directory on remote system>`
-  ```
+    ```
 
 8. Now, on the **Air-Gapped Machine**, unzip the file and set permissions if necessary:
    ```