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.

transformers-domain-adaptation

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

synthadoc

Synthadoc: An open-source LLM knowledge compilation engine that turns raw documents into structured, local-first wikis. A transparent, human-readable alternative to traditional RAG, which can be self-managed and self-improved without the use of any tools.

torch-staintools

GPU-accelerated Stain Normalization and Augmentation in PyTorch

skada

Domain adaptation toolbox compatible with scikit-learn and pytorch

condo

Towards Backwards-Compatible Data with Confounded Domain Adaptation (TMLR, 2024)

adaptor

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

abstention

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

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

powerful-benchmarker

A library for ML benchmarking. It's powerful.

diplslib

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

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!

proglearn

NeuroData's package for exploring and using progressive learning algorithms

rul-adapt

A collection of unsupervised domain adaption algorithms for RUL estimation.

gdmicro

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

adaptation

Awesome Domain Adaptation Package Toolbox for Tensorflow and Scikit-learn

dalib

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

bonito-llm

A lightweight library for generating synthetic instruction tuning datasets for your data without GPT.