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 ...