Incremental Learning Python Packages

river

🌊 Online machine learning in Python

creme

🌊 Online machine learning in Python

continuum

A clean and simple data loading library for Continual Learning

otx

OpenVINO™ Training Extensions: Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™

pysad

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

onlinecml

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

deep-river

Online Deep Learning for river

river-torch

Online Deep Learning for river

onad

Online Anomaly Detection Toolkit

evoautoml

Online Automated Machine Learning for river

sail

Library for streaming data and incremental learning algorithms.

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.

aberrant

Online Anomaly Detection Models

clloader

A clean and simple data loading library for Continual Learning

nonce2vec

Incremental learning of word embeddings with context informativeness.

sevq

SEVQ: Simple Evolving Vector Quantization

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!

thorml

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

clloader-arthurdouillard

A clean and simple data loading library for Continual Learning

continnum

A clean and simple data loading library for Continual Learning

increc

Software library for stream-based recommender systems

thor-public

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