diff --git a/docs/tech_docs/Python-Virtual-Environments.md b/docs/tech_docs/Python-Virtual-Environments.md
index 1d42266..74267c0 100644
--- a/docs/tech_docs/Python-Virtual-Environments.md
+++ b/docs/tech_docs/Python-Virtual-Environments.md
@@ -151,7 +151,7 @@ Organizing virtual environments is crucial for maintaining a clean and efficient
   Create an individual virtual environment for every project to avoid dependency conflicts.
 
 - **Environment Location**:
-  \```plaintext
+  ```plaintext
   Place the virtual environment directory inside the project's root directory.
 
   Example Structure:
@@ -161,7 +161,7 @@ Organizing virtual environments is crucial for maintaining a clean and efficient
   ├── src/
   ├── tests/
   └── requirements.txt
-  \```
+  ```
   
   Ensure to exclude the environment directory from version control.
 
@@ -178,9 +178,9 @@ Organizing virtual environments is crucial for maintaining a clean and efficient
 - **Use `requirements.txt`**:
   Include a `requirements.txt` file in the root directory of each project.
   
-  \```bash
+  ```bash
   pip freeze > requirements.txt
-  \```
+  ```
 
 ## 4. Documentation
 
@@ -192,12 +192,12 @@ Organizing virtual environments is crucial for maintaining a clean and efficient
 - **Central Directory**:
   Alternatively, you can store all virtual environments in a central directory, e.g., `~/python_environments/`.
 
-  \```plaintext
+  ```plaintext
   python_environments/
   ├── data_analyzer_env/
   ├── web_app_env/
   └── machine_learning_env/
-  \```
+  ```
 
 - **Naming Reference**:
   Ensure the names are descriptive enough to indicate their associated project.