image-crop-analysis
EthicML
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image-crop-analysis | EthicML | |
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2 | 1 | |
247 | 24 | |
0.0% | - | |
0.0 | 9.3 | |
over 2 years ago | 1 day ago | |
Jupyter Notebook | Python | |
Apache License 2.0 | GNU General Public License v3.0 only |
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image-crop-analysis
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The Twitter Ranking Algorithm
Yep, it's gonna just be like when they "open-sourced" their image cropping algorithm and it's just that they provided the model and didn't specify their training data. Granted, yes, you can provide analysis like they did on Github [1] but you don't know _why_ it's outputting something.
[1]: https://github.com/twitter-research/image-crop-analysis
- Twitter pagará recompensas a quienes identifiquen sesgos en su algoritmo: estos son los premios
EthicML
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[R] An overview of some available Fairness Frameworks & Packages
These are all great tools. I found though that there wasn't one package with the flexibility of what we needed in my research group for work in this area, so we wrote EthicML. Some of you may also find it useful too.
What are some alternatives?
vqgan-clip-generator - Implements VQGAN+CLIP for image and video generation, and style transfers, based on text and image prompts. Emphasis on ease-of-use, documentation, and smooth video creation.
responsible-ai-toolbox - Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.
Face-Mask-Detection - Face Mask Detection system based on computer vision and deep learning using OpenCV and Tensorflow/Keras
DALEX - moDel Agnostic Language for Exploration and eXplanation
oemer - End-to-end Optical Music Recognition (OMR) system. Transcribe phone-taken music sheet image into MusicXML, which can be edited and converted to MIDI.
Activeloop Hub - Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to PyTorch/TensorFlow. https://activeloop.ai [Moved to: https://github.com/activeloopai/deeplake]
neural-style-transfer - :paintbrush: This repository contains, well-structured Python library and runnable fully prepared Python notebook of the "Neural Style Transfer" algorithm
pygod - A Python Library for Graph Outlier Detection (Anomaly Detection)
Neural-Style-Transfer - Pytorch implementation of Nueral Style transfer
fairlearn - A Python package to assess and improve fairness of machine learning models.
computervision-recipes - Best Practices, code samples, and documentation for Computer Vision.
verifyml - Open-source toolkit to help companies implement responsible AI workflows.