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title: 'Bias detection',
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description: 'Bias in data can lead to unfair or inaccurate predictions, it is important to detect and mitigate bias in your data before training any model.\n\n With DebiAI, you can easily detect bias in your data. Our analysis page provides a wide range of tools to help you identify bias in your data.',
description: 'Outliers can have a significant impact on the results of your model. Searching for outliers in your data is an important and time-consuming task.\n\n DebiAI provides a set of tools to help you identify outliers in your data. Our analysis page provides a wide range of tools to help you identify outliers in your data.',
description: 'Selecting the best model for your project can be a difficult task and is often based on the global performance of the model. Being able to compare the performance of your models according to the contexts that matter the most for your project is a key feature of DebiAI.',
description: 'Selecting specific data for your project can be challenging with the existing tools. DebiAI widgets are designed to help you select data graphically to do in depth analysis, for training purposes, for cleaning, sharing or any other purpose.',
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## Scientific publications
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- ICAS 2024 [DebiAI: Open-Source Toolkit for Data Analysis, Visualization and Evaluation in Machine Learning](https://hal.science/hal-04446930).
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## Who is DebiAI for?
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DebiAI is a high level data exploration tool for data scientists and machine learning experts. It is designed to be easily integrated in your project workflow.
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