Few Shot Learning Python Packages

setfit

Efficient few-shot learning with Sentence Transformers

torchmeta

A collection of extensions and data-loaders for few-shot learning & meta-learning in PyTorch

medmnist

[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification

paddlefsl

FSL-Mate: A collection of resources for few-shot learning (FSL).

finetuner

:dart: Task-oriented embedding tuning for BERT, CLIP, etc.

adapt

Awesome Domain Adaptation Python Toolbox

sieves

Plug-and-play document AI with zero-shot models.

easyfsl

Ready-to-use code and tutorial notebooks to boost your way into few-shot learning for image classification.

proto-clip-toolkit

Code release for Proto-CLIP: Vision-Language Prototypical Network for Few-Shot Learning | IROS 2024

cross-transformers-pytorch

Implementation of Cross Transformer for spatially-aware few-shot transfer, in Pytorch

meta-learning-toolkit

meta-learning toolkit for Artificial Intellgence (AI) development

ibbi

A package for bark and ambrosia beetle identification.

fewsoldataloader

Pytorch Dataloader for FewSOL

mdpo-llm

Incremental Markdown translation with LLMs — track blocks in PO files, only retranslate what changed

audiosetfit

Efficient few-shot audio classification with contrastive fine-tuning.

metavisionary

It empowers users to train machine learning models efficiently even when confronted with datasets containing a limited number of samples and classes that bear resemblance to each other.

insurance-thin-data

Foundation models and transfer learning for thin-data insurance pricing segments

mmfewshot

OpenMMLab FewShot Learning Toolbox and Benchmark

adaptation

Awesome Domain Adaptation Package Toolbox for Tensorflow and Scikit-learn

finetuner-client

Finetuner allows one to tune the weights of any deep neural network for better embeddings on search tasks.

fusionsent

FusionSent: A Fusion-Based Multi-Task Sentence Embedding Model

adept-augmentations

A Python library aimed at adeptly, augmenting NLP training data.

tlidb

The Transfer Learning in Dialogue Baselines Toolkit

metallic

A simple toolbox for meta-learning research based on Pytorch.