weasel
snorkel
weasel | snorkel | |
---|---|---|
1 | 6 | |
154 | 5,825 | |
0.6% | 0.2% | |
3.1 | 5.2 | |
almost 2 years ago | 9 months ago | |
Python | Python | |
Apache License 2.0 | Apache License 2.0 |
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weasel
snorkel
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Harnessing Weak Supervision to Isolate Sign Language in Crowded News Videos
Hello everyone, we are trying to make a large dataset for Sign Language translation, inspired by BSL-1K [1]. As part of cleaning our collected videos, we use a nice technique for aggregating heuristic labels [2]. We thought it was interesting enough to share with people on here.
[1] https://www.robots.ox.ac.uk/~vgg/research/bsl1k/
[2] https://github.com/snorkel-team/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
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[Discussion] Methods for enhancing high-quality dataset A with low-quality dataset
Snorkel (https://github.com/snorkel-team/snorkel) might provide you exactly what you are looking for. From the docs:
What are some alternatives?
zeroshot_topics - Topic Inference with Zeroshot models
skweak - skweak: A software toolkit for weak supervision applied to NLP tasks
argilla - Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
cleanlab - The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
wrench - [NeurIPS 2021] WRENCH: Weak supeRvision bENCHmark
dgl - Python package built to ease deep learning on graph, on top of existing DL frameworks.
BotLibre - An open platform for artificial intelligence, chat bots, virtual agents, social media automation, and live chat automation.
snorkel-tutorials - A collection of tutorials for Snorkel
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
dcai-lab - Lab assignments for Introduction to Data-Centric AI, MIT IAP 2024 👩🏽💻
caer - High-performance Vision library in Python. Scale your research, not boilerplate.