siddharthvpillai/leaguefit

LeagueFit

Introduction

LeagueFit is a web application that helps users find the top 5 most similar clubs from English Premier League, French League 1 and German 1. Bundesliga based on player attributes. This application uses cosine similarity to find the club names of 5 most similar players. In this project, we used DevOps practices like pipeline creation, containerization and orchestration, monitoring etc.

Technologies Used

• Frontend - Python (Streamlit)
• Backend - Python (FastAPI and Uvicorn)
• Recommendation System - Python (Sklearn)
• CI/CD Pipeline - Jenkins
• Containerization - Docker
• Container Orchestration - Docker compose
• Automation - Ansible

Installing and Running

To run LeagueFit locally, follow these steps:

1. Clone the repository:

   git clone https://github.com/SiddharthVPillai/LeagueFit.git
   cd LeagueFit

2. Run the docke compose file to run the frontend, backend and dataset containers:

     docker-compose up

3. On your web browser goto localhost:8501. You will reach the main page of the application as shown below.

   

   In order to test whether the recommendation is added to the dataframe, goto localhost:8008/docs on your web browser and run the /check end point.