Skope-rules Alternatives

Similar projects and alternatives to skope-rules

shap

38 21,677 9.3 Jupyter Notebook skope-rules VS shap

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3 305 0.0 Python skope-rules VS xgboost-survival-embeddings

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InfluxDB

www.influxdata.com featured

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better skope-rules alternative or higher similarity.

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skope-rules reviews and mentions

Posts with mentions or reviews of skope-rules. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-12-06.

[D] Convert a ML model into a rule based system
2 projects | /r/MachineLearning | 6 Dec 2023
Churn/Retention prediction without machine learning
2 projects | /r/datascience | 24 Nov 2022

You could look into using SkopeRules https://github.com/scikit-learn-contrib/skope-rules which trains a tree based model and picks out the best performing root-to-leaf paths as rules. It's ML under the hood but the final 'model' doesn't represent ML at all, since it would just be an if then statement.
D Simple Questions Thread December 20 2020
1 project | /r/MachineLearning | 13 Jan 2021

Blackbox + SHAP/LIME usually too complex/overkill for cluster analysis. https://github.com/scikit-learn-contrib/skope-rules/blob/master/notebooks/demo_clustering.ipynb gives good results with very interpretable, diverse, decision rules.
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www.saashub.com | 8 May 2024

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scikit-learn-contrib/skope-rules is an open source project licensed under GNU General Public License v3.0 or later which is an OSI approved license.

The primary programming language of skope-rules is Jupyter Notebook.