model-card-toolkit
A toolkit that streamlines and automates the generation of model cards (by tensorflow)
DALEX
moDel Agnostic Language for Exploration and eXplanation (by ModelOriented)
model-card-toolkit | DALEX | |
---|---|---|
1 | 2 | |
402 | 1,331 | |
0.7% | 1.2% | |
5.4 | 5.9 | |
10 months ago | 10 days 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.
model-card-toolkit
Posts with mentions or reviews of model-card-toolkit.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-01-10.
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Building a Responsible AI Solution - Principles into Practice
We explored various solutions in the machine learning space as well as in the neighbouring software development space for inspiration and learning. Some notable ones include Git and Github, Google Model Cardsand IBM's Factsheets. One of the main design decisions we faced was whether to go with a plain-text git-based solution or a structured schema approach. Eventually, we decided to build on top of Google Model Card (structured protobuf schema). This sacrifices immediate readability of the file, but makes it easy to be processed across different systems in a predictable manner.
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.