opoca 0.1.1

Opoca library aims to drastically speed up producing proof of concepts (PoC) for machine learning projects.

Opoca

Opoca library aims to drastically speed up producing proof of concepts (PoC) for machine learning projects.

We define proof of concept as a small, quick and (not) dirty projects that results in:

• exploratory data analysis
• log of experiments along with models
• deployable best model
• demo (jupyter notebook/streamlit app etc.)
• short report including results analysis

There are several challenges that ML Engineer faces given a task to build new PoC project:

• it's not easy to track and reproduce experiments
• it's not easy to version and share data
• it's not easy to schedule jobs and not burn much money on training
• there's a lot of code that can be reused between different PoCs such as:
  • training logic for similar problems
  • evaluation logic
  • plotting
  • hyperparameters search
  • generic feature engineering transformations

Those are just few and a list is not complete without a doubt.

Prerequisites

Before you begin, ensure you have met the following requirements:

• You have installed the latest version of poetry

Installing Opoca

Opoca is installable from PyPi by executing:

pip install opoca

One may also use docker to build image:

docker build -t opoca -f Dockerfile .

And run bash session interactively by executing:

docker run -it --rm -v $PWD:/home -w /home opoca bash

Contributing to Opoca

To contribute to Opoca, follow these steps:

1. Fork this repository.
2. Create a branch: git checkout -b <branch_name>.
3. Make your changes and commit them: git commit -m '<commit_message>'
4. Push to the original branch: git push origin <project_name>/<location>
5. Create the pull request.

Alternatively see the GitHub documentation on creating a pull request.

Contributors

Thanks to the following people who have contributed to this project:

• @plazowicz
• @pedrito87
• @mjmikulski
• @AdrianMaciej
• @dkosowski87

Contact

If you want to contact me you can reach me at [e-mail].

License

This project uses the following license: Apache License, Version 2.0.