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Title: GitHub - autonlab/weasel: Weakly Supervised End-to-End Learning (NeurIPS 2021)

Open Graph Title: GitHub - autonlab/weasel: Weakly Supervised End-to-End Learning (NeurIPS 2021)

X Title: GitHub - autonlab/weasel: Weakly Supervised End-to-End Learning (NeurIPS 2021)

Description: Weakly Supervised End-to-End Learning (NeurIPS 2021) - autonlab/weasel

Open Graph Description: Weakly Supervised End-to-End Learning (NeurIPS 2021) - autonlab/weasel

X Description: Weakly Supervised End-to-End Learning (NeurIPS 2021) - autonlab/weasel

Opengraph URL: https://github.com/autonlab/weasel

X: @github

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https://pytorch.org/get-started/locally/
https://pytorch.org/get-started/locally/
https://pytorchlightning.ai/
https://hydra.cc/
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End-to-End Weak Supervision paperhttps://arxiv.org/abs/2107.02233
End-to-End Weak Supervisionhttps://arxiv.org/abs/2107.02233
NeurIPShttps://proceedings.neurips.cc/paper/2021/hash/0e674a918ebca3f78bfe02e2f387689d-Abstract.html
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this overview slides from Stanfordhttp://cs229.stanford.edu/notes2019fall/weak_supervision_slides.pdf
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A high-level starter tutorialhttps://patch-diff.githubusercontent.com/autonlab/weasel/blob/main/examples/1_bias_bios.ipynb
See how the whole WeaSEL pipeline works with all details, necessary steps and definitions for a new dataset & custom end-modelhttps://patch-diff.githubusercontent.com/autonlab/weasel/blob/main/examples/0_full_pipeline.ipynb
A realistic ML experiment scripthttps://patch-diff.githubusercontent.com/autonlab/weasel/blob/main/examples/1_bias_bios_full.py
https://patch-diff.githubusercontent.com/autonlab/weasel#reproducibility
https://patch-diff.githubusercontent.com/autonlab/weasel#installation
editable installhttps://huggingface.co/transformers/installation.html#editable-install
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https://patch-diff.githubusercontent.com/autonlab/weasel#pre-defined-or-custom-downstream-models--baselines
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