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Few Shot Learning Python Packages

Python packages with the GitHub topic few-shot-learning. Sorted by relevance, with stars and monthly downloads.
huggingface
setfit

Efficient few-shot learning with Sentence Transformers

234K 3K 260
MedMNIST
medmnist

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

46K 1K 207
tristandeleu
torchmeta

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

38K 2K 265
tata1661
paddlefsl

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

17K 2K 288
adapt-python
adapt

Awesome Domain Adaptation Python Toolbox

3K 371 55
MantisAI
sieves

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

3K 125 8
jina-ai
finetuner

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

2K 2K 65
sicara
easyfsl

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

2K 1K 172
IRVLUTD
fewsoldataloader

Pytorch Dataloader for FewSOL

1K 2 0
IRVLUTD
proto-clip-toolkit

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

1K 55 7
lucidrains
cross-transformers-pytorch

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

926 54 12
subhayudutta
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.

573 1 0
willysk73
mdpo-llm

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

569 0 0
benedictchen
meta-learning-toolkit

meta-learning toolkit for Artificial Intellgence (AI) development

512 0 0
ChristopherMarais
ibbi

The Intelligent Bark Beetle Identifier (IBBI) is a Python package that provides a simple and unified interface for detecting and classifying bark and ambrosia beetles from images. https://joss.theoj.org/papers/10.21105/joss.08796

393 4 0
adapt-python
adaptation

Awesome Domain Adaptation Python Toolbox

369 371 55
burning-cost
insurance-thin-data

Transfer learning and foundation models for thin-segment pricing - GLMTransfer, TabPFN wrapper, MMD shift test

331 0 0
sebischair
fusionsent

Repository of the ICNLSP 2024 paper "Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes"

211 17 0
alon-albalak
tlidb

Transfer Learning in Dialogue Benchmarking Toolkit

153 14 5
davidberenstein1957
adept-augmentations

A Python library aimed at dissecting and augmenting NER training data.

150 60 1
open-mmlab
mmfewshot

OpenMMLab FewShot Learning Toolbox and Benchmark

135 755 124
jina-ai
finetuner-client

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

132 2K 65
Renovamen
metallic

A clean, lightweight and modularized PyTorch meta-learning library.

98 7 0
DengBoCong
state-op

A pipeline for Prompt-tuning

72 41 14
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