DALEX

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Re-engineering and parallelization of computations

1

Candidate features for version 3.0: - Absorbing needed functions from iBreakDown and ingredients. Shorter dependency list and easier package modification and maintenance. - Parallelize the calculation of explanations such as...

pbiecek

The loss functions included are great but are somewhat limited. There are a lot of R packages that could expand the types of loss functions (but at the loss of...

topepo

Add support for Multiregression tasks

3

I tried the python version of dalex with a multiregression model and it gave an error. (See below) Is there any way around it ? If i understand correctly iBreakdown/pyBreakdown...

ThomasWolf0701

Multi class Feature Importance

5

Multi class feature importance is returning NaN for all variables. Does Dalex in Python support multi class? Jupyter NB and datafile is attached [Archive.zip](https://github.com/ModelOriented/DALEX/files/5354140/Archive.zip)

PhilipNell

[R][feature] Aspect importance

1

Team Dalex, As compared to the [python](https://dalex.drwhy.ai/python-dalex-aspect.html) implementation, it appears that R's [aspect_importance](https://modeloriented.github.io/DALEXtra/reference/aspect_importance.html) does not seem to have some functionalities and non unified API: 1. Specifying correlation mechanism (`depend_method` in...

talegari

Bayesian regularization support in DALEX

3

In some social science fields large data do not exist and researchers must make decisions using small number of samples ([p >> n problem](https://www.intechopen.com/chapters/50570)) Good to see support in R...

asheetal

Adding partial derivative and partial log-derivative

3

I think it could useful a function to calculate numerically not just the partial plot of the predictor, like in the function [variable_effect_partial_dependency ](https://modeloriented.github.io/DALEX/reference/variable_effect.html), but also the partial derivative of...

palmierieugenio

add variable distribution to partial dependence plots

2

... as produced by `model_profile` either by marking off variable deciles at the bottom of each plot the way `sklearn` does it e.g. (https://scikit-learn.org/stable/auto_examples/inspection/plot_partial_dependence.html) or by including an entire histogram...

RoyalTS

Wish: allow model_profile to specify only some variable_splits (python)

3

I am using dalex to plot multiple partial dependence plots in Python. It is a very useful package! For some numeric features (especially those with outliers), I would like to...

mayer79

if `model_type` is not None --> override guessing of `classification`/`regression` https://github.com/ModelOriented/DALEX/blob/daf33cbe54f0b624973722f4d208cb5edaa55cb4/python/dalex/dalex/_explainer/checks.py#L184

hbaniecki