Best predictive model evaluation metrics tools in 2025

Caret

A comprehensive framework for predictive modeling in R.

Deformable Convolutional Network (DCN)

Flexible convolutional filters for enhanced image analysis accuracy.

PostgresML

Integrates machine learning directly into PostgreSQL databases.

Ada by BoostKPI

AI-driven data analysis for quick insights and informed decisions.

Modelbit

Infrastructure-as-code for deploying machine learning models.

SAS Model Manager

Manage analytics models effectively with streamlined oversight.

InterpretML

Visualize and analyze machine learning model behavior and predictions.

Zoocial

Interactive data analysis with AI-driven insights and visualizations.

MLFlow

Manage and track the entire machine learning lifecycle efficiently.