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weak-supervision

Here are 64 public repositories matching this topic...

cleanlab / cleanlab

The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

data-science machine-learning data-validation exploratory-data-analysis annotations weak-supervision classification outlier-detection crowdsourcing data-cleaning active-learning data-quality image-tagging entity-recognition robust-machine-learning noisy-labels out-of-distribution-detection data-labeling label-errors data-centric-ai

Updated Mar 17, 2023
Python

snorkel-team / snorkel

A system for quickly generating training data with weak supervision

python data-science machine-learning ai weak-supervision snorkel labeling data-augmentation training-data data-slicing

Updated Feb 17, 2023
Python

argilla

argilla-io / argilla

✨ Argilla: Open-source platform empowering teams to make better LLM and NLP-based products through human feedback and curation

Updated Mar 17, 2023
Python

NorskRegnesentral / skweak

skweak: A software toolkit for weak supervision applied to NLP tasks

python data-science natural-language-processing weak-supervision spacy nlp-library nlp-machine-learning distant-supervision training-data

Updated Nov 8, 2022
Python

cliang1453 / BOND

BOND: BERT-Assisted Open-Domain Name Entity Recognition with Distant Supervision

nlp natural-language-processing weak-supervision dataset named-entity-recognition self-training ner bert pre-trained weakly-supervised-learning distant-supervision weakly-supervised fine-tuning roberta open-domain

Updated Jun 2, 2021
Python

dataqa / nlp-labelling

Labelling platform for text using weak supervision.

nlp search-engine data-science natural-language-processing text-mining text-classification weak-supervision ner nlp-machine-learning annotation-tool pseudo-labeling learning-with-noisy-labels data-labeling text-annotation-tool learning-with-limited-labeled-data

Updated Jun 24, 2022
JavaScript

yueyu1030 / COSINE

[NAACL 2021] This is the code for our paper `Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach'.

text-classification weak-supervision dataset self-training language-model slot-filling weakly-supervised-learning fine-tuning pseudo-labeling roberta learning-with-noisy-labels agnews sentence-pair-classification contrastive-learning roberta-model

Updated Aug 17, 2022
Python

JieyuZ2 / wrench

WRENCH: Weak supeRvision bENCHmark

nlp machine-learning deep-learning weak-supervision dataset benchmark-framework sequence-labeling weakly-supervised-learning data-programming robust-learning data-centric-ai

Updated Mar 3, 2023
Python

autonise / CRAFT-Remade

Implementation of CRAFT Text Detection

ocr craft detection pytorch weak-supervision text-detection pytorch-implementation

Updated Jun 24, 2022
Python

microsoft / ASTRA

Self-training with Weak Supervision (NAACL 2021)

nlp machine-learning weak-supervision weakly-supervised-learning

Updated Nov 21, 2022
Python

autonlab / weasel

Weakly Supervised End-to-End Learning (NeurIPS 2021)

machine-learning deep-learning weak-supervision weakly-supervised-learning end-to-end-learning pytorch-lightning multi-source-weak-supervision

Updated Mar 23, 2022
Python

JieyuZ2 / Awesome-Weak-Supervision

A curated list of programmatic weak supervision papers and resources

machine-learning weak-supervision data-programming

Updated Mar 1, 2023
TeX

NorskRegnesentral / weak-supervision-for-NER

Framework to learn Named Entity Recognition models without labelled data using weak supervision.

python nlp natural-language-processing weak-supervision spacy named-entity-recognition hidden-markov-models domain-adaptation

Updated Apr 19, 2021
Jupyter Notebook

knodle / knodle

A PyTorch-based open-source framework that provides methods for improving the weakly annotated data and allows researchers to efficiently develop and compare their own methods.

python machine-learning ai pytorch weak-supervision classification snorkel relation-extraction weakly-supervised-learning natural-language-procressing knodle denoising-methods

Updated Feb 6, 2023
Python

amzn / amazon-weak-ner-needle

Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data

weak-supervision ner biomedical bert weakly-supervised-learning distant-supervision biomedical-named-entity-recognition

Updated Mar 16, 2023
Python

AlvaroCavalcante / auto_annotate

Labeling is boring. Use this tool to speed up your next object detection project!

python computer-vision tensorflow python3 weak-supervision semi-supervised-learning pattern-recognition object-detection dataset-generation annotation-tool labeling-tool

Updated Mar 6, 2023
Jupyter Notebook

spear

decile-team / spear

SPEAR: Programmatically label and build training data quickly.

machine-learning deep-learning weak-supervision semi-supervised-learning unsupervised-learning data-programming data-efficient-learning labeling-functions

Updated Dec 18, 2022
Jupyter Notebook

yaqingwang / WeFEND-AAAI20

Dataset for paper "Weak Supervision for Fake News Detection via Reinforcement Learning" published in AAAI'2020.

social-media deep-learning weak-supervision dataset fake-news weakly-supervised-learning aaai2020

Updated Jul 29, 2020
Jupyter Notebook

som-shahlab / trove

Weakly supervised medical named entity classification

text-classification ontology weak-supervision ner biomedical umls bert weakly-supervised-learning pseudo-labeling learning-with-noisy-labels umls-metathesaurus

Updated Dec 23, 2022
Python

dmMaze / comic-text-detector

Manga&Comic text detection

ocr computer-vision deep-learning anime comics weak-supervision object-detection scene-text-detection weakly-supervised-segmentation manga-translation

Updated Dec 24, 2022
Python

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