Domain Adaptation Python Packages

pot

POT : Python Optimal Transport

pytorch-revgrad

A minimal pytorch package implementing a gradient reversal layer.

domain2idna

The tool to convert domains the famous IDNA format.

pytorch-adapt

Domain adaptation made easy. Fully featured, modular, and customizable.

adapt

Awesome Domain Adaptation Python Toolbox

rul-datasets

A collection of datasets for RUL estimation as Lightning Data Modules.

powerful-benchmarker

A library for ML benchmarking. It's powerful.

adaptor

ACL 2022: Adaptor: a library to easily adapt a language model to your own task, domain, or custom objective(s).

torch-staintools

GPU-accelerated Stain Normalization and Augmentation in PyTorch

gpl

Powerful unsupervised domain adaptation method for dense retrieval. Requires only unlabeled corpus and yields massive improvement: "GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval" https://arxiv.org/abs/2112.07577

transformers-domain-adaptation

:no_entry: [DEPRECATED] Adapt Transformer-based language models to new text domains

pygda

PyGDA is a Python library for Graph Domain Adaptation

pykale

Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem. ⭐ Star to support our work!

gdmicro

GDmicro - Use GCN and Deep adaptation network to classify host disease status based on human gut microbiome data

rul-adapt

A collection of unsupervised domain adaption algorithms for RUL estimation.

diplslib

Python implementation of domain-invariant partial least squares regression (di-PLS)

skada

Domain adaptation toolbox compatible with scikit-learn and pytorch

abstention

Algorithms for abstention, calibration and domain adaptation to label shift.

proglearn

NeuroData's package for exploring and using progressive learning algorithms

adaptation

Awesome Domain Adaptation Package Toolbox for Tensorflow and Scikit-learn

condo

Confounded domain adaptation

dalib

Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

libtlda

Library of transfer learners and domain-adaptive classifiers.

cinnamon

CinnaMon is a Python library which offers a number of tools to detect, explain, and correct data drift in a machine learning system