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Top 3 Python Visualization Projects
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pytorch-grad-cam
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
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Scout Monitoring
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uncertainty-toolbox
Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization
For the two examples we will be looking at, we will be using pytorch_grad_cam, an incredible open source package that makes working with GradCam very easy. There are excellent other tutorials to check out on the repo as well.
I have done similar work using the GitHub APIs before. I recommend using their GraphQL explorer to develop your queries interactively. You may need to fall back on the REST API instead of the GraphQL one for certain stats.
https://docs.github.com/en/graphql/overview/explorer
You can also refer to my code here, which may already collect some of the statistics you're interested in.
https://github.com/jstrieb/github-stats/blob/master/github_s...
I predict the most annoying part of this project will be dealing with authentication. There are a handful of ways to do it, and the permissions can be finicky depending on what data you are fetching.
Best of luck!
Python Visualizations related posts
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What python library you are using for interactive visualisation?(other than plotly)
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Which layers are doing image segmentation on AutoEncoders/U-NET?
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[D] Algorithm for view prediction?
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[P] Adapting Class Activation Maps for Object Detection and Semantic Segmentation
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Show HN: Better GitHub statistics images for your profile
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A note from our sponsor - SaaSHub
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Index
What are some of the best open-source Visualization projects in Python? This list will help you:
Project | Stars | |
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1 | pytorch-grad-cam | 9,611 |
2 | github-stats | 2,750 |
3 | uncertainty-toolbox | 1,711 |
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