Incremental Learning Python Packages

river

🌊 Online machine learning in Python

otx

Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™

creme

🌊 Online machine learning in Python

continuum

A clean and simple data loading library for Continual Learning

pysad

Streaming Anomaly Detection Framework in Python (Outlier Detection for Streaming Data)

onad

Online Anomaly Detection Algorithms

deep-river

Online Deep Learning for river

onlinecml

Online Causal Machine Learning in Python — one observation at a time

sail

Python package for streaming data and incremental learning

river-torch

Online Deep Learning for river

nonce2vec

Incremental learning of word embeddings with context informativeness.

incremental-trees

Adds partial fit method to sklearn's forest estimators to allow incremental training without being limited to a linear model. Works with Dask-ml's Incremental.

evoautoml

Online Automated Machine Learning for river

aberrant

Online Anomaly Detection Algorithms

sevq

Simple Evolving Vector Quantization

clloader

A clean and simple data loading library for Continual Learning

thorml

AutoML tools for Tabular Datasets

clloader-arthurdouillard

A clean and simple data loading library for Continual Learning

continnum

A clean and simple data loading library for Continual Learning

rivertext

RiverText is a framework that standardizes the Incremental Word Embeddings proposed in the state-of-art. Please feel welcome to open an issue in case you have any questions or a pull request if you want to contribute to the project!

increc

Software library for stream-based recommender systems

thor-public

AutoML tools for solving Time-Varying High-Dimensional Ordinal Regression Problems