Top 3 Python Visualization Projects

pytorch-grad-cam

5 9,410 5.4 Python

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

Project mention: Exploring GradCam and More with FiftyOne | dev.to | 2024-02-13

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.

github-stats

5 2,702 9.5 Python

Better GitHub statistics images for your profile, with stats from private repos too

Project mention: Ask HN: How to Do a GitHub Wrapped? | news.ycombinator.com | 2023-12-19

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!

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uncertainty-toolbox

1 1,711 10.0 Python

Uncertainty Toolbox: a Python toolbox for predictive uncertainty quantification, calibration, metrics, and visualization

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).