snorkel
A system for quickly generating training data with weak supervision (by snorkel-team)
weasel
Weakly Supervised End-to-End Learning (NeurIPS 2021) (by autonlab)
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| snorkel | weasel | |
|---|---|---|
| 5 | 1 | |
| 5,495 | 142 | |
| 0.7% | 3.5% | |
| 5.9 | 0.0 | |
| about 1 month ago | 2 months ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.
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
Posts with mentions or reviews of snorkel.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-03-03.
-
[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"
-
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
weasel
Posts with mentions or reviews of weasel.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-12-21.
What are some alternatives?
When comparing snorkel and weasel you can also consider the following projects:
skweak - skweak: A software toolkit for weak supervision applied to NLP tasks
argilla - ✨Argilla: the open-source data curation platform for LLMs
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
caer - High-performance Vision library in Python. Scale your research, not boilerplate.
snorkel-tutorials - A collection of tutorials for Snorkel
pytorch-lightning - Build high-performance AI models with PyTorch Lightning (organized PyTorch). Deploy models with Lightning Apps (organized Python to build end-to-end ML systems). [Moved to: https://github.com/Lightning-AI/lightning]