perpetual
perpetual-ml
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
- Hyperparameter-Free Learning: Achieves optimal accuracy in a single run via a simple budget parameter, eliminating the need for time-consuming hyperparameter optimization.
- High-Performance Rust Core: Blazing-fast training and inference with a native Rust core, zero-copy support for Polars/Arrow data, and robust Python & R bindings.


