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fastapi-streamlit-postgresql-ml-template's Introduction

Project Template for Creating an ML App with FastAPI, Streamlit and PostgreSQL

This repo is meant as a template for projects using FastAPI and Streamlit for ML projects. A model is trained with the Bank Notes dataset in order to predict whether a Bank Note is fake or not.

You can create the environment to test out the project by simply running the following commands in the root directory:

  1. make conda-update to add exact Python and CUDA versions.

  2. conda activate fastapi-streamlit-ml to create conda environment.

  3. make poetry to install all Python dependencies.

  4. Create a .env file in the root directory with the following environment variables:

     DB_USER
     DB_PASSWORD
     DB_HOST
     DB_PORT
     DB_NAME
    
  5. make run-db to create our PostgreSQL database with Docker

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