Metadata-Version: 2.1
Name: caafe
Version: 0.1
Summary: Context-Aware Automated Feature Engineering (CAAFE) is an automated machine learning tool that uses large language models for feature engineering in tabular datasets. It generates Python code for new features along with explanations for their utility, enhancing interpretability.
Home-page: https://github.com/automl/CAAFE
Author: Noah Hollmann, Samuel Müller, Frank Hutter
Author-email: noah.homa@gmail.com
License: LICENSE.txt
Classifier: Development Status :: 3 - Alpha
Classifier: License :: Free for non-commercial use
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Requires-Python: >=3.7
Description-Content-Type: text/markdown
License-File: LICENSE.txt
Requires-Dist: openai
Requires-Dist: kaggle
Requires-Dist: openml (==0.10.0)
Requires-Dist: tabpfn
Provides-Extra: full
Requires-Dist: autofeat ; extra == 'full'
Requires-Dist: featuretools ; extra == 'full'
Requires-Dist: tabpfn[full] ; extra == 'full'

### Usage
Use this colab notebook for a quickstart.

Use CAFE_minimal.ipynb for a minimal example of how to use CAAFE on your dataset.

Use CAAFE.ipynb to reproduce the experiments from the paper.

#### Choosing an Iterative Classifier
The iterative classifier gets called in each 

### Access Tokens
#### OpenAI


### Paper
Hollmann, N., Müller, S., & Hutter, F. (2023). LLMs for Semi-Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature Engineering
https://arxiv.org/abs/2305.03403

### License
[![CC BY-NC-SA 4.0][cc-by-nc-sa-shield]][cc-by-nc-sa]

This work is licensed under a
[Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License][cc-by-nc-sa].

[![CC BY-NC-SA 4.0][cc-by-nc-sa-image]][cc-by-nc-sa]

[cc-by-nc-sa]: http://creativecommons.org/licenses/by-nc-sa/4.0/
[cc-by-nc-sa-image]: https://licensebuttons.net/l/by-nc-sa/4.0/88x31.png
[cc-by-nc-sa-shield]: https://img.shields.io/badge/License-CC%20BY--NC--SA%204.0-lightgrey.svg
