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.

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.

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.

adaptor

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

skada

Domain adaptation toolbox compatible with scikit-learn and pytorch

powerful-benchmarker

A library for ML benchmarking. It's powerful.

cwru-plus

Ultra-fast, customizable CWRU dataset pipeline optimized for Deep Learning, Domain Adaptation, and parallel digital signal processing.

abstention

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

diplslib

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

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!

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

rul-adapt

A collection of unsupervised domain adaption algorithms for RUL estimation.

pygda

PyGDA is a Python library for Graph Domain Adaptation

transformers-domain-adaptation

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

condo

ConDo: confounded domain adaptation via generative modeling (TMLR, 2024)

bonito-llm

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

adaptation

Awesome Domain Adaptation Python Toolbox

gdmicro

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

torch-staintools

GPU-accelerated Stain Normalization and Augmentation in PyTorch

proglearn

NeuroData's package for exploring and using progressive learning algorithms