Blog Archives

xai2cloud: Convert a predictive model into an XAI cloud service

May 18, 2020
By
xai2cloud: Convert a predictive model into an XAI cloud service

TL;DRThe xai2cloud package allows for simple deployment of an R model as a cloud service. Any predictive model from the local R console can be converted into a REST service available remotely in the DigitalOcean cloud. GET and POST methods are created ...

Read more »

modelStudio and The Grammar of Interactive Explanatory Model Analysis

May 9, 2020
By
modelStudio and The Grammar of Interactive Explanatory Model Analysis

The new version of modelStudio has recently been released on CRAN.modelStudio is an R package that automates the exploration of ML models and allows for interactive examination. It works in a model agnostic fashion, therefore is compatible with most of...

Read more »

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

April 15, 2020
By
Juxtapose ML models in the Arena. Let the most credible one win!

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: http://arenar.drwhy.ai/ Most predictive ML models are based on a simple assumption: the future will be similar to the past. We can learn...

Read more »

XAI in Python with dalex

April 10, 2020
By
XAI in Python with dalex

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...

Read more »

Introductory videos for Explanatory Model Analysis with R

April 3, 2020
By
Introductory videos for Explanatory Model Analysis with R

Remote teaching at my university encouraged me to prepare some video materials for Explanatory Model Analysis techniques, i.e. techniques of exploration, explanation and visualisation of predictive models.The pyramid for Explanatory Model Analysis. Lef...

Read more »

#explainCovid19 challenge

March 13, 2020
By
#explainCovid19 challenge

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...

Read more »

DALEX v 1.0 and the Explanatory Model Analysis

February 20, 2020
By
DALEX v 1.0 and the Explanatory Model Analysis

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....

Read more »

Explanatory Model Analysis with modelStudio

January 21, 2020
By
Explanatory Model Analysis with modelStudio

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 ...

Read more »

May the XAI be with you!

December 23, 2019
By
May the XAI be with you!

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...

Read more »

XAI in the jungle of competing frameworks for machine learning

October 18, 2019
By
XAI in the jungle of competing frameworks for machine learning

https://xkcd.com/927/Recently, I have faced a tough challenge. We were doing a proof of concept for the champion-challenger analysis + XAI exploration. It was done with a business partner that has its models written as if-else queries in salesforce. Pa...

Read more »

Search R-bloggers

Sponsors

Never miss an update!
Subscribe to R-bloggers to receive
e-mails with the latest R posts.
(You will not see this message again.)

Click here to close (This popup will not appear again)