diff --git a/README.md b/README.md
index 04b2b28..402fe2b 100644
--- a/README.md
+++ b/README.md
@@ -71,7 +71,7 @@ sentiment-analysis-api/
 ├── .env                    # Environment variables
 ├── pytest.ini              # Pytest configuration
 ├── README.md               # Project documentation
-├── CONTRIBUTING.md.md               # Project documentation
+├── CONTRIBUTING.md         # Project documentation
 ├── requirements.txt        # Lists required Python dependencies
 ├── run.py                  # Entry point to run the app
 ├── samples/                # Sample input files for testing
@@ -108,7 +108,7 @@ This structure helps separate the application logic, configuration files, test f
         ```bash
          python -m venv env
         ```    
-4. **Activate the virtual environment**
+3. **Activate the virtual environment**
     - **Linux**
         ```bash
          ~/sentiment-analysis-api$ source env/bin/activate
@@ -117,24 +117,24 @@ This structure helps separate the application logic, configuration files, test f
         ```bash
           env\Scripts\activate
         ```
-6. **Install pip Dependencies**
+4. **Install pip Dependencies**
     ```bash
      (env) ~/sentiment-analysis-api$ pip install -r requirements.txt
     ```
-7. **Install <a href="https://www.ffmpeg.org/" target="_blank">FFmpeg</a>**
+5. **Install <a href="https://www.ffmpeg.org/" target="_blank">FFmpeg</a>**
     - **Linux**
         ```bash
         ~$ apt-get -y update && apt-get -y upgrade && apt-get install -y --no-install-recommends ffmpeg
         ```
     - **Windows (Win10)**
-        - Follow Tutorial [here](htps://www.youtube.com/watch?v=IECI72XEox0)
+        - Follow Tutorial [here](https://www.youtube.com/watch?v=IECI72XEox0)
         - Add FFmpeg to the system path.    
-8. **Run Flask App**
+6. **Run Flask App**
    -    In Debug Mode  [port 8001]
         ```bash
          ~/sentiment-analysis-api$ python3 -m run
         ```
-9. **Run API Documentation**
+7. **Run API Documentation**
      - Access the API documentation at: http://localhost:8001/apidocs
    
 <!-- Docker -->
@@ -153,7 +153,7 @@ This structure helps separate the application logic, configuration files, test f
     ```bash
     ~/sentiment-analysis-api$ docker build -t sentiment_analysis_api .
     ```
-6. **Start Docker Conatiner (Port 8001)**
+4. **Start Docker Container (Port 8001)**
     - **New Container**  
     ```bash
     ~/sentiment-analysis-api$ docker run -d --name sentiment_analysis_api_app -p 8001:8001 -v ./:/sentiment-analysis-api sentiment_analysis_api
@@ -162,7 +162,7 @@ This structure helps separate the application logic, configuration files, test f
     ```bash
     ~/sentiment-analysis-api$ docker start --name sentiment_analysis_api_app
     ```
-7. **Run API Documentation**
+5. **Run API Documentation**
      - Access the API documentation at: http://localhost:8001/apidocs
 
 
@@ -264,10 +264,10 @@ This repository is part of the [Google Summer of Code (GSoC) 2024](https://summe
 - GSoC'24 Project Page: [Sentiment Analysis API Project GSoC 24 Program](https://summerofcode.withgoogle.com/programs/2024/projects/V469U9cf)
 - Progress Tracking Docs: [GSOC'24 Project Progress and Follow Up Sheet](https://docs.google.com/spreadsheets/d/1wnTACVlsw_JWCWV70Log1DFwilxwmj_azB3TekGA3OY/edit?usp=sharing)
 - Meetings Presentations: [Slides](https://drive.google.com/drive/u/1/folders/1SMujWE0p7Xz_CaS0e9qKkLRcDt7YX729)
-- Main Reposotory for the Project: [sentiment-analysis-api Repo](https://github.com/ruxailab/sentiment-analysis-api) 
+- Main Repository for the Project: [sentiment-analysis-api Repo](https://github.com/ruxailab/sentiment-analysis-api) 
 - Integration to [RUXAILAB](https://github.com/ruxailab/RUXAILAB) PR Requests<a id="integration_to_ruxailab"></a>:
     - [PR #533](https://github.com/ruxailab/RUXAILAB/pull/533)
-- Wikkis:
+- Wikis:
     - [Deployment Study Guide](https://github.com/ruxailab/sentiment-analysis-api/wiki/Deployment-Study-Guide)
     - [Speech2Text Tools Survey](https://github.com/ruxailab/sentiment-analysis-api/wiki/Speech2Text-Tools-Survey)
     - [VueJs and Vuetify Study Guide (RUXAILAB Repo)](https://github.com/ruxailab/RUXAILAB/wiki/VueJs-and-Vuetify-Study-Guide)