snorkel
argilla
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| snorkel | argilla | |
|---|---|---|
| 5 | 14 | |
| 5,500 | 1,988 | |
| 0.5% | 8.0% | |
| 5.5 | 8.6 | |
| about 1 month ago | 2 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
snorkel
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[P] We are building a curated list of open source tooling for data-centric AI workflows, looking for contributions.
The paid product came out of an open source tool: https://github.com/snorkel-team/snorkel
- [Discussion] - "data sourcing will be more important than model building in the era of foundational model fine-tuning"
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Can't use load_data from utils
Actually, I referenced it in my issue as well. There seems to be different utils.py file in different folders under the snorkel-tutorials repo but the utils file we get after importing snorkel has a different [file](https://github.com/snorkel-team/snorkel/blob/master/snorkel/utils/core.py) ,i.e. the utils file is different in the main snorkel repo
- [D] A hand-picked selection of the best Python ML Libraries of 2021
argilla
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No training data, no problem! Few-shot NER with a practical example
Rubrix, the open-source tool for data-centric NLP: https://github.com/recognai/rubrix
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[P] Small-Text: Active Learning for Text Classification in Python
I have already thought about providing an example of how to integrate small-text with one of the existing labeling tools, such as rubrix rubrix, but that hasn't been started yet.
- [P] Open-source tool for building NLP training sets with weak supervision and search queries
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[P] Rubrix: Open-source Python framework for NLP data annotation, exploration, and monitoring
You can check the project and tutorials here: https://github.com/recognai/rubrix
What are some alternatives?
skweak - skweak: A software toolkit for weak supervision applied to NLP tasks
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
weasel - Weakly Supervised End-to-End Learning (NeurIPS 2021)
label-studio - Label Studio is a multi-type data labeling and annotation tool with standardized output format
cleanlab - The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
data-centric-ai - Resources for Data Centric AI
trankit - Trankit is a Light-Weight Transformer-based Python Toolkit for Multilingual Natural Language Processing
doccano - Open source annotation tool for machine learning practitioners.
dalle-flow - 🌊 A Human-in-the-Loop workflow for creating HD images from text
dataqa - Labelling platform for text using weak supervision.
caer - High-performance Vision library in Python. Scale your research, not boilerplate.