Articles by Przemyslaw Biecek

Juxtapose ML models in the Arena. Let the most credible one win!

April 15, 2020 | 0 Comments

The Arena performs detailed comparative analysis of the ML models regardless of their internal structure or the language in which they are trained.TL;DR: Piotr Piątyszek from MI2DataLab developed a new R package for interactive juxtapositioning of multiple ML models: Most predictive ML ...
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XAI in Python with dalex

April 10, 2020 | 0 Comments

The dalex is the Python library developed by Wojciech Kretowicz and Hubert Baniecki for Explanatory Model Analysis / eXplainable Artificial Intelligence.In MI2DataLab we have built many tools for the exploration, explanation and visualization of machin...
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#explainCovid19 challenge

March 13, 2020 | 0 Comments

For some time, I’ve been interested in the verification of software libraries for eXplainable Artificial Intelligence (XAI). Not only in terms of the number of implemented algorithms but also actual usability for the end user. I found that it is chal...
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DALEX v 1.0 and the Explanatory Model Analysis

February 20, 2020 | 0 Comments

The DALEX package version 1.0 CRAN release is scheduled for Feb 20. It brings lots of improvements and changes. Below I will briefly summarise how this package helps to develop better and safer predictive models. To see code snippets scroll to the end....
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Explanatory Model Analysis with modelStudio

January 21, 2020 | 0 Comments

Version 0.2.1 of the modelStudio package reached CRAN this week. Let me shortly overview coolest new features (list of all changes).Short reminder: The modelStudio package creates an interactive serverless D3.js dashboard for exploration of predictive ...
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May the XAI be with you!

December 23, 2019 | 0 Comments

New version of the ingredients package (v 0.5) was released on CRAN few days ago. Below I will show largest changes made in this version.The ingredients package is a part of DrWhy family of tools for model exploration and explanation. To make this pre...
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