yellowbrick
AIX360
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yellowbrick | AIX360 | |
---|---|---|
2 | 2 | |
4,194 | 1,527 | |
0.7% | 2.7% | |
2.8 | 8.2 | |
9 months ago | about 2 months ago | |
Python | Python | |
Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
yellowbrick
- [D] DL Practitioners, Do You Use Layer Visualization Tools s.a GradCam in Your Process?
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Any interesting open projects to join? Or anyone want with some good ideas want to start one?
I have contributed to Yellowbrick in the past. https://github.com/DistrictDataLabs/yellowbrick/
AIX360
- [D] DL Practitioners, Do You Use Layer Visualization Tools s.a GradCam in Your Process?
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[R] Explaining the Explainable AI: A 2-Stage Approach - Link to a free online lecture by the author in comments
One Explanation Does Not Fit All: A Toolkit and Taxonomy of AI Explainability Techniques https://arxiv.org/abs/1909.03012 https://github.com/Trusted-AI/AIX360
What are some alternatives?
kmodes - Python implementations of the k-modes and k-prototypes clustering algorithms, for clustering categorical data
AIF360 - A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.
Anaconda - Anaconda turns your Sublime Text 3 in a full featured Python development IDE including autocompletion, code linting, IDE features, autopep8 formating, McCabe complexity checker Vagrant and Docker support for Sublime Text 3 using Jedi, PyFlakes, pep8, MyPy, PyLint, pep257 and McCabe that will never freeze your Sublime Text 3
explainable-cnn - 📦 PyTorch based visualization package for generating layer-wise explanations for CNNs.
itermplot - An awesome iTerm2 backend for Matplotlib, so you can plot directly in your terminal.
cleverhans - An adversarial example library for constructing attacks, building defenses, and benchmarking both
seaborn-image - High-level API for attractive and descriptive image visualization in Python
DiCE - Generate Diverse Counterfactual Explanations for any machine learning model.
fpdf2 - Simple PDF generation for Python
awesome-shapley-value - Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)
scikit-survival - Survival analysis built on top of scikit-learn
backpack - BackPACK - a backpropagation package built on top of PyTorch which efficiently computes quantities other than the gradient.