powershap
A power-full Shapley feature selection method. (by predict-idlab)
upgini
Data search & enrichment library for Machine Learning → Easily find and add relevant features to your ML & AI pipeline from hundreds of public and premium external data sources, including open & commercial LLMs (by upgini)
| powershap | upgini | |
|---|---|---|
| 1 | 16 | |
| 180 | 290 | |
| 3.9% | 2.4% | |
| 3.5 | 9.1 | |
| 7 days ago | 1 day ago | |
| Python | Python | |
| GNU General Public License v3.0 or later | BSD 3-clause "New" or "Revised" License |
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.
powershap
Posts with mentions or reviews of powershap.
We have used some of these posts to build our list of alternatives
and similar projects.
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[R] PowerShap: A power-full Shapley feature selection method.
We are glad to present our novel shap-based wrapper feature selection method called PowerShap! This method uses statistical hypothesis testing and power calculations on Shapley values, enabling fast and intuitive wrapper-based feature selection. The complete library and methods are fully compatible with Sklearn, LightGBM, CatBoost, and more are coming in further following releases and the library can be found here: https://github.com/predict-idlab/powershap! The library is open-source and usable out-of-the-box as shown in the video!
upgini
Posts with mentions or reviews of upgini.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-06-24.
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The fastest way to improve quality of ML model on tabular data
web: https://upgini.com
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How to enrich ML models with open data for free: an in-depth review of 5 python libraries
The code is on GitHub.
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How I complete my email addresses lists with demographic insights with Python
Now let’s launch the search for gender-correlated features. For this operation, I will need a free API token that I get after sign up on upgini.com. The API token is free and using to search features by personal keys such as email, phone number, and IP address.
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[OC] Divorced relationship status share of users at Facebook
Source: Upgini database Made with MapChart
- GitHub - searching open and public data through autoML. Please give a Star on GitHub
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[P] Upgini 1.0 is released (a Python library for data search through autoML )
Full release notes: https://github.com/upgini/upgini
- Need your help with GitHub
- Upgini.com: Public data search engine for ML that helps DS to reach best accuracy with external features
-
Python library for free data search & enrichment
GitHub
What are some alternatives?
When comparing powershap and upgini you can also consider the following projects:
cascade - Lightweight and modular MLOps library targeted at small teams or individuals
NitroFE - NitroFE is a Python feature engineering engine which provides a variety of modules designed to internally save past dependent values for providing continuous calculation.
evalml - EvalML is an AutoML library written in python.
featuretools - An open source python library for automated feature engineering
NVTabular - NVTabular is a feature engineering and preprocessing library for tabular data designed to quickly and easily manipulate terabyte scale datasets used to train deep learning based recommender systems.
best-of-ml-python - 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.