Classical Machine Learning Frameworks

General-purpose libraries for traditional (non-deep) machine learning — regression, classification, clustering and preprocessing — embedded as code in your own application.

44 projects

See methodology for ranking rules; order uses public GitHub metrics within this scenario.

21–40 of 44

Rank Project Stars Forks
21 AIX360

Interpretability and explainability of data and machine learning models

1.8K 326
22 TransmogrifAI

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

2.3K 399
23 ngboost

Natural Gradient Boosting for Probabilistic Prediction

1.9K 253
24 imodels

Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

1.6K 141
25 dtreeviz

A python library for decision tree visualization and model interpretation.

3.2K 338
26 igel

a delightful machine learning tool that allows you to train, test, and use models without writing code

3.1K 210
27 tribuo

Tribuo - A Java machine learning library

1.4K 197
28 LightAutoML

Fast and customizable framework for automatic ML model creation (AutoML)

1.5K 70
29 pomegranate

Fast, flexible and easy to use probabilistic modelling in Python.

3.5K 599
30 libra

Ergonomic machine learning for everyone.

1.9K 109
31 node2vec

Implementation of the node2vec algorithm.

1.3K 253
32 ml

Machine learning tools in JavaScript

2.7K 209
33 hyperlearn

2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old.

2.5K 167
34 Alink

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

3.6K 782
35 scikit-plot

An intuitive library to add plotting functionality to scikit-learn objects.

2.4K 285
36 karateclub

Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)

2.3K 255
37 shogun

Shōgun

3.1K 1.0K
38 mars

Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.

2.7K 324
39 modAL

A modular active learning framework for Python

2.4K 324
40 EdgeML

This repository provides code for machine learning algorithms for edge devices developed at Microsoft Research India.

1.7K 388