https://github.com/niklasvonm/ensemblelearning

Python package for optimal aggregation of bagged ensemble models
https://github.com/niklasvonm/ensemblelearning

ensemble-model machine-learning

Last synced: 2 months ago
JSON representation

Python package for optimal aggregation of bagged ensemble models

• Host: GitHub
• URL: https://github.com/niklasvonm/ensemblelearning
• Owner: NiklasvonM
• License: mit
• Created: 2023-04-09T07:23:54.000Z (about 2 years ago)
• Default Branch: main
• Last Pushed: 2024-02-15T22:08:49.000Z (over 1 year ago)
• Last Synced: 2025-01-27T05:48:17.382Z (4 months ago)
• Topics: ensemble-model, machine-learning
• Language: Python
• Homepage:
• Size: 78.1 KB
• Stars: 3
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
[![Mypy](https://github.com/NiklasvonM/EnsembleLearning/actions/workflows/mypy.yml/badge.svg)](https://github.com/NiklasvonM/EnsembleLearning/actions/workflows/mypy.yml)

[![Ruff](https://github.com/NiklasvonM/EnsembleLearning/actions/workflows/ruff.yml/badge.svg)](https://github.com/NiklasvonM/EnsembleLearning/actions/workflows/ruff.yml)

[![Tests](https://github.com/NiklasvonM/EnsembleLearning/actions/workflows/tests.yml/badge.svg)](https://github.com/NiklasvonM/EnsembleLearning/actions/workflows/tests.yml)

[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)

[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](https://makeapullrequest.com)

# EnsembleLearning

## Usage

```python

from ensemble_learning.local_weights import local_weights

predictions = [1, 3, 5, 7, 9]

target = 5

weights = local_weights(predictions, target)

print("Weights:", weights)

```

## Examples

There is an example demonstrating how to use the module with time series forecasting models, such as ARIMA, Exponential Smoothing, and Prophet. To run the example, you need to install additional dependencies:

```bash

pip install ensemble-learning[examples]

python examples/time_series_local_weights.py

```