pyGAM
[HELP REQUESTED] Generalized Additive Models in Python (by dswah)
DALEX
moDel Agnostic Language for Exploration and eXplanation (by ModelOriented)
pyGAM | DALEX | |
---|---|---|
2 | 2 | |
839 | 1,323 | |
- | 0.6% | |
2.4 | 5.5 | |
21 days ago | 2 months ago | |
Python | Python | |
Apache License 2.0 | GNU General Public License v3.0 only |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
pyGAM
Posts with mentions or reviews of pyGAM.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-10-11.
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[P] glum: High performance Python generalized linear modeling, a glmnet alternative!
GLMs are nice and all, but I'd also like to see some love for GAMs. pygam looks pretty much dead for some years now.
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[P] Which Machine Learning Classifiers are best for small datasets? An empirical study
Ah they haven't quite gotten around to supporting multiclass classification yet! https://github.com/dswah/pyGAM/pull/213
DALEX
Posts with mentions or reviews of DALEX.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-04-25.
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Twitter set to accept ‘best and final offer’ of Elon Musk
Which he will not do, because: a) He can't, it's a black box algorithm. It actually is open source already, but that doesn't mean much as it's useless without Twitter's data https://github.com/ModelOriented/DALEX b) He won't release data that shows the algorithm is racist and amplifies conservative and extremist content. He won't remove such functions because it will cost him billions.
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[D] What are your favorite Random Forest implementations that support categoricals
There are a couple of ways to use Shapley values for explanations in R. One way is to use DALEX, which also contains a lot of other methods besides SHAP. Another one is iml. I am sure there are several other implementations of SHAP as well.
What are some alternatives?
When comparing pyGAM and DALEX you can also consider the following projects:
scikit-learn - scikit-learn: machine learning in Python
shapley - The official implementation of "The Shapley Value of Classifiers in Ensemble Games" (CIKM 2021).