Metis - Machine Learning Experimentation and Training Interactive Suite

Metis is an interactive project designed to provide a hands-on learning experience in machine learning. From foundational code to user-friendly interfaces, it allows you to explore machine learning concepts in-depth. Whether you're learning about reinforcement learning or advanced techniques like diffusion models, Metis offers a comprehensive journey into the nuances and intricacies of various machine learning techniques.

Installation

Install Project Dependencies First ensure you have Poetry installed for managing project dependencies. Then run the following commands:

pip install poetry
poetry install

Running the Project

1. Running Machine Learning Models

   To experiment with individual machine learning models, navigate to the appropriate folder under src/ and execute:

   python src/.../train.py
   

2. Running the Pretrained Model UI

   For pretrained models with a user interface, run the following command:

   python app/main.py
   

   Once the server is running, open your web browser and go to: http://localhost:8000

   To view specific examples, append the relevant topic to the URL. For example, to explore the MNIST example, navigate to: http://localhost:8000/mnist