snorkel
BotLibre


snorkel | BotLibre | |
---|---|---|
6 | 1 | |
5,828 | 596 | |
0.0% | 0.5% | |
5.2 | 5.4 | |
10 months ago | 7 months ago | |
Python | Java | |
Apache License 2.0 | Eclipse Public License 1.0 |
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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:
BotLibre
What are some alternatives?
cleanlab - The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
refinery - The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.
argilla - Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
nodevectors - Fastest network node embeddings in the west
skweak - skweak: A software toolkit for weak supervision applied to NLP tasks
learn - Neuro-symbolic interpretation learning (mostly just language-learning, for now)
weasel - Weakly Supervised End-to-End Learning (NeurIPS 2021)
deodel - A mixed attributes predictive algorithm implemented in Python.
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
DKPro Core - Collection of software components for natural language processing (NLP) based on the Apache UIMA framework.
snorkel-tutorials - A collection of tutorials for Snorkel
sematle - NLU service that converts plain English to known and structured data.

