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automated-feature-engineering

A curated list of automated machine learning papers, articles, tutorials, slides and projects

4115
1 年前

A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.

854
4 年前

Linear Prediction Model with Automated Feature Engineering and Selection Capabilities

Python
525
6 个月前

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

Python
341
11 天前

The source code and dataset are used to demonstrate the DF model, and reproduce the results of the ACM CCS2018 paper

Python
186
3 年前

An open source python library for automated feature engineering based on Genetic Programming

Python
153
2 个月前

Predict the poverty of households in Costa Rica using automated feature engineering.

Jupyter Notebook
23
5 年前

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.

Jupyter Notebook
19
5 年前

Featransform: Automated Feature Engineering for Machine Learning

Python
4
1 年前

Automated, interpretable feature engineering using symbolic regression and genetic programming.

Python
4
2 个月前

Predicting housing prices in Iowa using Python/Pandas/linear regression within SKLearn.

Jupyter Notebook
2
5 年前