Published June 27, 2025
Library
graduated
DebiAI
PythonPackage
WebApplication
Maintainer:IRT-SystemX
Description
DebiAI is an open-source web application that aims to facilitate the process of developing Machine Learning models, especially in the stage of the project data analysis and the model performance comparison.
Owner:IRT-SystemX
Keywords:contextual-evaluationdata-analysisdata-explorationmodel-evaluationvisualizationdebiai_gui
CONTEXT
Data exploration and contextual analysis of model performance are essential, time-consuming, and requiered steps in all projects involving data or using machine learning.
VALUE PROPOSITION
DebiAI helps provide intelligence on incomplete or biased data and on model performance, thereby accelerating the resolution of feedback loops.
DebiAI provides data scientists with features to:
- Identify biases and errors in your input, results, contextual or ground truth project data
- Make a comparison of the performance of your ML models according to their contextual results
- Graphically select and create datasets for further analysis or (re-)training purposes
- Create statistical visualizations of your project data in an instant and share them with your team or client
WHEN TO USE IT
DebiAI intervenes during the data exploration stage and the contextual comparison stage of AI project models.
