Maximum Likelihood Estimators

An exploration of MLE for OLS, Ridge, and Lasso Linear Regression

This guide will walk you through how to run the Streamlit app using Docker.

Prerequisites

Before getting started, ensure that you have the following installed:

• Docker
• Git

Clone the Repository

First, clone the GitHub repository containing the Streamlit app:

cd path/to/destination/dir
git clone https://github.com/dextercorley19/LinearRegression-MLE

Build the Docker Image

Next, build the Docker image using the Dockerfile provided in the repository:

cd LinearRegression-MLE/streamlit-app
docker compose up --build

Access the App

After running the container, open your web browser and go to:

http://localhost:8501

Stopping the Container

To stop the running container, press CTRL+C in the terminal where the container is running.

To remove the container and image after use, you can run:

docker rm <container-id>
docker rmi streamlit-app