compose
A machine learning tool for automated prediction engineering. It allows you to easily structure prediction problems and generate labels for supervised learning. (by alteryx)
snorkel
A system for quickly generating training data with weak supervision (by snorkel-team)
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| compose | snorkel | |
|---|---|---|
| 1 | 5 | |
| 421 | 5,503 | |
| 1.9% | 0.6% | |
| 8.8 | 5.6 | |
| 14 days ago | about 1 month ago | |
| Python | Python | |
| BSD 3-clause "New" or "Revised" License | 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.
compose
Posts with mentions or reviews of compose.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-03-31.
-
20+ Free Tools & Resources for Machine Learning
Compose Compose targets labeling raw data, allowing you to set labeling functions for your data in Python in order to make the labeling process easier.
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"
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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
What are some alternatives?
When comparing compose and snorkel 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
weasel - Weakly Supervised End-to-End Learning (NeurIPS 2021)
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]