feature-engineering

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microsoft /nni

Star14.2k

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

python data-science machine-learning deep-learning neural-network tensorflow machine-learning-algorithms pytorch distributed hyperparameter-optimization feature-engineering nas bayesian-optimization hyperparameter-tuning automl automated-machine-learning model-compression neural-architecture-search deep-neural-network mlops

UpdatedJul 3, 2024
Python

EpistasisLab /tpot

Star9.9k

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

python data-science machine-learning automation random-forest scikit-learn aiml model-selection hyperparameter-optimization feature-engineering automl gradient-boosting automated-machine-learning parameter-tuning alzheimer alzheimers nia adsp ag066833 u01ag066833

UpdatedMay 2, 2025
Jupyter Notebook

alteryx /featuretools

Star7.4k

An open source python library for automated feature engineering

python data-science machine-learning scikit-learn feature-engineering automl automated-machine-learning automated-feature-engineering

UpdatedMay 5, 2025
Python

alibaba /Alink

Star3.6k

Alink is the Machine Learning algorithm platform based on Flink, developed by the PAI team of Alibaba computing platform.

machine-learning data-mining statistics kafka graph-algorithms clustering word2vec regression xgboost classification recommender recommender-system apriori feature-engineering flink fm flink-ml graph-embedding flink-machine-learning

UpdatedJun 7, 2024
Java

mljar /mljar-supervised

Star3.2k

Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation

data-science machine-learning neural-network random-forest scikit-learn xgboost hyperparameter-optimization lightgbm ensemble feature-engineering decision-tree hyper-parameters automl automated-machine-learning catboost mljar automl-api automl-python

UpdatedApr 14, 2025
Python

apachecn /fe4ml-zh

Star2.5k

📖 [译] 面向机器学习的特征工程

python machine-learning book feature-engineering

UpdatedAug 25, 2023
JavaScript

Visualize-ML /Book6_First-Course-in-Data-Science

Sponsor

Star2.3k

Book_6_《数据有道》 | 鸢尾花书：从加减乘除到机器学习；欢迎大家批评指正！纠错多的同学会得到赠书感谢！

python data-science data machine-learning data-visualization feature-engineering

UpdatedSep 11, 2024
Jupyter Notebook

salesforce /TransmogrifAI

Star2.3k

TransmogrifAI (pronounced trăns-mŏgˈrə-fī) is an AutoML library for building modular, reusable, strongly typed machine learning workflows on Apache Spark with minimal hand-tuning

machine-learning scala ai spark dsl transformations ml transformers estimators sparkml pipelines salesforce structured-data feature-engineering features einstein automl automated-machine-learning transmogrification transmogrify

UpdatedSep 29, 2023
Scala

metarank /metarank

Star2.1k

A low code Machine Learning personalized ranking service for articles, listings, search results, recommendations that boosts user engagement. A friendly Learn-to-Rank engine

search kubernetes data-science machine-learning scala deep-learning personalization data-engineering feature-extraction ranking neural-networks feature-engineering automl

UpdatedJan 20, 2025
Scala

DAGWorks-Inc /hamilton

Star2.1k

Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.