featuretools
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Use advanced feature engineering strategies and select best features from your data set with a single line of code. Created by Ram Seshadri. Collaborators welcome.
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Feb 19, 2025 - Python
A collection of demos showcasing automated feature engineering and machine learning in diverse use cases
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Aug 7, 2023 - Jupyter Notebook
Woodwork is a Python library that provides robust methods for managing and communicating data typing information.
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Feb 18, 2025 - Python
An R interface to the Python module Featuretools
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Apr 25, 2020 - R
A simplified version of featuretools for Spark
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Jun 14, 2019 - Python
Exemplary, annotated machine learning pipeline for any tabular data problem.
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Aug 30, 2019 - Jupyter Notebook
Predict the poverty of households in Costa Rica using automated feature engineering.
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Jul 1, 2020 - Jupyter Notebook
The project provides a complete end-to-end workflow for building a binary classifier in Python to recognize the risk of housing loan default. It includes methods like automated feature engineering for connecting relational databases, comparison of different classifiers on imbalanced data, and hyperparameter tuning using Bayesian optimization.
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Jul 1, 2020 - Jupyter Notebook
Automated creation of EntitySets from relational data stored in SQL databases
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Nov 2, 2023 - Python
Automl with Featuretools generate features and use tpot to select model
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Sep 27, 2018 - Python
Classification and Oversampling Algorithms Comparison, using Deep Feature Synthesis and Feature Selection with RFE
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Jul 4, 2023 - Jupyter Notebook
Files and Notebooks for Kaggle Titanic
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Feb 12, 2019 - Jupyter Notebook
Kaggle competition
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May 13, 2019 - Jupyter Notebook
Automated approach from feature engineering to modeling on the Kaggle Home Credit Default Risk competition dataset
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Mar 3, 2021 - Jupyter Notebook
Portfolio of data science projects completed by me for academic, self learning, and hobby purposes.
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Dec 16, 2019 - Jupyter Notebook
berserkr converts retailer data and performs machine learning modeling at scale
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Jul 6, 2023 - Python
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