snorkel vs caer

snorkel

A system for quickly generating training data with weak supervision (by snorkel-team)

#Machine Learning #AI #weak-supervision #Labeling #Data Science #Python #snorkel #training-data #data-augmentation #data-slicing

Source Code

snorkel.org

caer

High-performance Vision library in Python. Scale your research, not boilerplate. (by jasmcaus)

Source Code

caer.readthedocs.io

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snorkel		caer
	Project
5	Mentions	8
5,495	Stars	688
0.7%	Growth	-
5.9	Activity	0.0
about 1 month ago	Latest Commit	about 2 months ago
Python	Language	Python
Apache License 2.0	License	MIT License

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.

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.
12 projects | reddit.com/r/MachineLearning | 3 Mar 2023

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"
4 projects | reddit.com/r/MachineLearning | 3 Dec 2022
Can't use load_data from utils
2 projects | reddit.com/r/learnpython | 21 Feb 2022

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
2 projects | reddit.com/r/MachineLearning | 21 Dec 2021

caer

Posts with mentions or reviews of caer. We have used some of these posts to build our list of alternatives and similar projects.

We haven't tracked posts mentioning caer yet.
Tracking mentions began in Dec 2020.

What are some alternatives?

When comparing snorkel and caer you can also consider the following projects:

skweak - skweak: A software toolkit for weak supervision applied to NLP tasks

fiftyone - The open-source tool for building high-quality datasets and computer vision models

argilla - ✨Argilla: the open-source data curation platform for LLMs

Single-Image-Dehazing-Python - python implementation of the paper: "Efficient Image Dehazing with Boundary Constraint and Contextual Regularization"

spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python

instant-ngp - Instant neural graphics primitives: lightning fast NeRF and more

opencv - Haskell binding to OpenCV-3.x

moviepy - Video editing with Python

RobustVideoMatting - Robust Video Matting in PyTorch, TensorFlow, TensorFlow.js, ONNX, CoreML!

weasel - Weakly Supervised End-to-End Learning (NeurIPS 2021)

humanbenchmark - Memory tests solver with using OpenCV

tsdf-fusion-python - Python code to fuse multiple RGB-D images into a TSDF voxel volume.

snorkel vs skweak

caer vs fiftyone

snorkel vs argilla

caer vs Single-Image-Dehazing-Python