snorkel
caer

snorkel | caer | |
---|---|---|
6 | 8 | |
5,828 | 778 | |
0.0% | - | |
5.2 | 0.0 | |
10 months ago | over 1 year ago | |
Python | Python | |
Apache License 2.0 | MIT License |
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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:
caer
- Show HN: Caer – A lightweight GPU-accelerated Vision library in Python
- I wrote a lightweight GPU-accelerated Vision library in Python
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Jetson nano python3 illegal instruction problem
I think it may have. If you look at line 10 of https://github.com/jasmcaus/caer/blob/master/configs.ini, you’ll see that caer has numpy and opencv-contrib-python dependencies that get referenced in its setup.py. If I recall correctly, pip on the nano doesn’t pick up the default numpy and opencv-python system installs, so when you go to install something like caer that has them as dependencies, it will install new copies except the wheel files that it grabs are incompatible. The solution I have found to work is to run something similar to the command above: “pip3 install —no-binary caer —no-binary numpy—no-binary opencv-contrib-python —no-binary typing-extensions —no-binary mypy —force-reinstall caer”. Some of those —no-binary options may not be necessary but they’ll at least ensure pip grabs the source for each of the dependencies and rebuilds it locally rather than using an imcompatible version. This command will take awhile! But you only should have to do it once.
- jasmcaus/caer Modern Computer Vision on the Fly
- Caer: High-performance Vision Library in Python (faster than Torchvision)
- Caer – A GPU-accelerated Computer Vision library (faster than Torchvision)
- jasmcaus/caer lightweight, scalable Computer Vision library for high-performance AI research
- Caer – A GPU-Accelerated Computer Vision Library in Python
What are some alternatives?
skweak - skweak: A software toolkit for weak supervision applied to NLP tasks
moviepy - Video editing with Python
argilla - Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
fiftyone - Refine high-quality datasets and visual AI models
cleanlab - The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
opencv - Haskell binding to OpenCV-3.x
weasel - Weakly Supervised End-to-End Learning (NeurIPS 2021)
RobustVideoMatting - Robust Video Matting in PyTorch, TensorFlow, TensorFlow.js, ONNX, CoreML!
BotLibre - An open platform for artificial intelligence, chat bots, virtual agents, social media automation, and live chat automation.
img2table - img2table is a table identification and extraction Python Library for PDF and images, based on OpenCV image processing
snorkel-tutorials - A collection of tutorials for Snorkel
PySceneDetect - :movie_camera: Python and OpenCV-based scene cut/transition detection program & library.
