Data Pipelines

bst

Gradient Boosting for R

Status
Not yet determined
Last checked
Unverified
License
Open source
Pricing
Free tier · from $0

What it is

bst is an R package that provides gradient boosting algorithms. It's useful for developers and data scientists who need to implement machine learning models with boosting techniques.

bst offers specialized gradient boosting algorithms within the R environment, providing developers with a powerful tool for machine learning tasks without the need for external services.

When it fits — and when it doesn’t

A good fit for

  • R developers who need to implement gradient boosting algorithms

  • Data scientists working on predictive modeling with R

  • Users requiring flexibility and customization in their machine learning models

Look elsewhere if

  • Developers looking for a cloud-based service for gradient boosting

  • Projects that require real-time processing or streaming data analysis

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited community support and documentation

    bst is less popular compared to other R packages like xgboost or lightgbm, leading to fewer resources and slower issue resolution.

  2. 02

    Performance may not be optimal for very large datasets

    bst's implementation might not be as optimized as some of the more established boosting libraries like xgboost or lightgbm, which could lead to slower training times on big data.

  3. 03

    Limited flexibility in algorithmic choices compared to other packages

    bst provides gradient boosting algorithms but lacks some advanced features and algorithm variations available in more comprehensive libraries like CatBoost or LightGBM.

What it does well

  • Gradient boosting algorithms for R

  • Flexibility in model tuning and customization

  • Integration with other R packages

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up bst

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →