semvec/pypi-packages huggingface dataset:
itershap 0.1.1
Iterative feature selection method using SHAP values
License: MIT
Requires Python: >=3.10,<3.11
Keywords: SHAP,Feature Selection,Explainable AI,XAI,Small datasets

# IterSHAP: Iterative feature selection using SHAP values
Author: Frank van Mourik, University of Twente

## Installation
Install via [pip](https://pypi.org/project/itershap/) using: ```pip install itershap``` (requires Python version >=3.10,<3.11).

## Usage
```py
from itershap import IterSHAP

X, y = get_data() # Replace with data location

fs = IterSHAP() # Create a IterSHAP feature selection object
fs.fit(X, y) # Execute IterSHAP on input data
X_transformed = fs.transform(X) # Only keep the via IterSHAP selected features
```

## Benefits
* Performs well on small high-dimensional datasets
* Guarantees to return a feature subset
* Model-agnostic (limited by [shap](https://github.com/slundberg/shap) supported models)
* Validated on synthesised data
* Benchmarked on [DEAP dataset](https://www.eecs.qmul.ac.uk/mmv/datasets/deap/)

## License
Available under the MIT license, which can be found [here](LICENSE.txt)
xxt 0.0.6
XXT is a multifunctional Python library designed to enhance various aspects of programming by providing an extensive set of functions and classes
License: MIT

# XXT

XXT is a multifunctional Python library designed to enhance various aspects of programming by providing an extensive set of functions and classes related to time, numbers, and randomization.

Additional classes for using the chat and image API of OpenAI included (need your own OpenAPI token)

## Uses

> - Wait function
> - Clear function
> - Functions to get time and date
> - Classes for a chatbot, imagebot, numbers and random choices

## Installation

```
pip install xxt
```

## Changelog

0.0.1 (17/7/2023)

> - First Release

0.0.2 (22/07/2023)

> - Better Documentation
> - Changelog

0.0.3 (22/07/2023)

> - Chatbot Class

0.0.4 (26/07/2023)

> - Imagebot Class
> - Better Documentation (website)

0.0.5 (26/07/2023)

> - QR Code Generator