It might seem that, we don’t have much choice, because the most popular languages in data science are R and Python or if you prefer Python and R. But today we are not talking about these languages!During the useR!2022 conference, we can meet with Engli...

The useR! 2021 Conference is starting soon, on July 5. This year MI2DataLab will showcase our recent R packages and applications within a 3h workshop on Responsible Machine Learning and five talks. Feel free to hook us up during the conference, especia...

vivo — variable importance via PDP oscillationsOne of the many questions that are asked when analyzing a model is what variables are most important and how they impact the prediction.We can consider several methods that depend on the type of model. The...

BASIC XAIBASIC XAI with DALEX — Part 7: Ceteris Paribus profilesIntroduction to model exploration with code examples for R and Python.By Anna KozakWelcome to the “BASIC XAI with DALEX” series.In this post, we present the Ceteris Paribus profiles, the m...

BASIC XAIBASIC XAI with DALEX — Part 6: LIME methodIntroduction to model exploration with code examples for R and Python.By Anna KozakWelcome to the “BASIC XAI with DALEX” series.In this post, we present the LIME (Local Interpretable Model-agnostic Exp...

BASIC XAIBASIC XAI with DALEX — Part 5: Shapley valuesIntroduction to model exploration with code examples for R and Python.By Anna KozakWelcome to the “BASIC XAI with DALEX” series.In this post, we present the Shapley values, the model agnostic method...

BASIC XAIBASIC XAI with DALEX — Part 4: Break Down methodIntroduction to model exploration with code examples for R and Python.By Anna KozakWelcome to the “BASIC XAI with DALEX” series.In this post, we present the Break Down method, the model agnostic ...

BASIC XAIBASIC XAI with DALEX — Part 3: Partial Dependence ProfileIntroduction to model exploration with code examples for R and Python.By Anna KozakWelcome to the “BASIC XAI with DALEX” series.In this post, we present the Partial Dependence Profile (P...

BASIC XAIBASIC XAI with DALEX — Part 2: Permutation-based variable importanceIntroduction to model exploration with code examples for R and Python.By Anna KozakWelcome to the “BASIC XAI with DALEX” series.In this post, we present the permutation-based ...

BASIC XAIIntroduction to model exploration with code examples for R and PythonBy Anna KozakHello!Welcome to “BASIC XAI with DALEX” series.In this post, we will take a closer look at some algorithms used in explainable artificial intelligence. You will ...