Improving xgb prediction times on a single core

This page summarizes the projects mentioned and recommended in the original post on /r/datascience

Our great sponsors
  • WorkOS - The modern identity platform for B2B SaaS
  • InfluxDB - Power Real-Time Data Analytics at Scale
  • SaaSHub - Software Alternatives and Reviews
  • xgb_vs_lightgbm

    comparison of prediction times

  • I've done a quick comparison myself and lightgbm seems to be drastically slower than xgb for predictions: https://github.com/nolanp2/xgb_vs_lightgbm/blob/main/README.md

  • scikit-learn-intelex

    Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application

  • I can recommend https://github.com/intel/scikit-learn-intelex. We have been using this and it works great. The prediction time is greatly reduced and it has been running very stable. It's super easy to install and convert the trained XGB models to this Intel format.

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

    WorkOS logo
NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

Suggest a related project

Related posts