# perpetual-ml/perpetual

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695 stars · 40 forks · Rust · Apache-2.0

## Links

- GitHub: https://github.com/perpetual-ml/perpetual
- Homepage: https://perpetual-ml.com
- awesome-repositories: https://awesome-repositories.com/repository/perpetual-ml-perpetual.md

## Description

Perpetual is a high-performance gradient boosting machine. It delivers optimal accuracy in a single run without complex tuning through a simple budget parameter. It features out-of-the-box support for causal ML, continual learning, native calibration, and robust drift monitoring, along with Rust core and zero-copy bindings for Python and R

## Tags

### Part of an Awesome List

- [Artificial Intelligence](https://awesome-repositories.com/f/awesome-lists/ai/artificial-intelligence.md) — Self-generalizing gradient boosting machine without hyperparameter optimization.
- [Automated Machine Learning](https://awesome-repositories.com/f/awesome-lists/devtools/automated-machine-learning.md) — Gradient boosting machine that eliminates the need for hyperparameter tuning.