House sales : Price Prediction Website (MLOPS)

This is a personnal project : "Creation of a website for house sales price prediction, using machine learning".
In this repository, we can find :

• the notebook file and dataset for the model training and tuning
• Dockerfile and docker-compose file for image creation and containerization
• django application files with website templates
• python scripts for the API client (used to make prediction), and the dashboard (for model evaluation)

Local Deployment

Step 01 - Pulling docker image and run container with docker compose :

• docker pull mandatombo/django-pycaret:latest
• docker compose up -d

Step 01 (alternative) - Building the docker image and run container with docker compose :

• docker build -t mandatombo/django-pycaret:latest .
• docker compose up -d

Step 02 - Accessing the website :

• verify if all services started successfully :
  • docker compose ps
  • docker <container_name> logs
• tape the url on a navigator to access the website :
  • http://localhost:1236/

Website previewing

website_preview.mp4

Those who contributed to this project

• Ambinintsoa Manda
• Tombo H. ANDRIAMAHATANA