Incremental Learning Python Packages

river

🌊 Online machine learning in Python

creme

🌊 Online machine learning in Python

otx

Build computer vision models in a fraction of the time and with less data.

continuum

A clean and simple data loading library for Continual Learning

getitune

Build computer vision models in a fraction of the time and with less data.

pysad

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

deep-river

Online Deep Learning for river

onad

Online Anomaly Detection Algorithms

river-torch

Online Deep 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.

evoautoml

Online Automated Machine Learning for river

nonce2vec

Incremental learning of word embeddings with context informativeness.

onlinecml

Online Causal Machine Learning in Python

aberrant

Online Anomaly Detection Models

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!

clloader

A DataLoader library for Continual Learning in PyTorch.

clloader-arthurdouillard

A DataLoader library for Continual Learning in PyTorch.

thorml

AutoML tools for Tabular Datasets

sevq

Simple Evolving Vector Quantization

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