Data Preprocessing

MONAIPython

A PyTorch-based open-source framework for deep learning in healthcare imaging, providing domain-specific tools and workflows.

linfaRust

A comprehensive Rust machine learning framework focused on preprocessing and classical algorithms, akin to scikit-learn.

Feature EnginePython

A Python library for feature engineering and selection with scikit-learn compatible transformers.

AutoML-Implementation-for-Static-and-Dynamic-Data-AnalyticsJupyter Notebook

An AutoML implementation and tutorial for automating machine learning pipelines on both static datasets and dynamic data streams, with a focus on IoT anomaly detection.

machinelearn.jsTypeScript

A TypeScript machine learning library for the web and Node.js with a simple, consistent API.

desbordanteC++

A high-performance data profiler for discovering and validating complex patterns like functional dependencies, inclusion dependencies, and association rules.

DesbordanteC++

A high-performance data profiler for discovering and validating complex patterns in datasets, enabling data cleaning and quality analysis.

zoofsPython

A Python library for feature selection using nature-inspired wrapper algorithms like particle swarm, grey wolf, and genetic optimization.

BoostARootaPython

A fast feature selection algorithm for tree-based models like XGBoost, designed to outperform Boruta in speed and performance.

MLBaseJulia

A Swiss knife collection of utility functions for developing and evaluating machine learning algorithms in Julia.

scorecardR

An R package for developing traditional credit risk scorecard models with functions for data preprocessing, WOE binning, variable selection, and performance evaluation.

clj-mlClojure

A machine learning library for Clojure built on top of Weka, providing filters, classifiers, regression, and clustering algorithms.

go-featureprocessingGo

A fast, sklearn-like feature processing library for Go that generates optimized transformers from struct tags.

Synapses

A collection of neural network libraries for functional and mainstream languages, offering efficient lazy evaluation and cross-language compatibility.

ClaternClojure

A Clojure library providing machine learning algorithms with simple APIs for data preprocessing and modeling.