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https://github.com/pbiecek/ema
Explanatory Model Analysis. Explore, Explain and Examine Predictive Models
https://github.com/pbiecek/ema
examine explain explanatory-model-analysis explore machine-learning model-visualization predictive-models xai
Last synced: about 2 months ago
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Explanatory Model Analysis. Explore, Explain and Examine Predictive Models
- Host: GitHub
- URL: https://github.com/pbiecek/ema
- Owner: pbiecek
- Created: 2018-09-05T08:38:56.000Z (almost 6 years ago)
- Default Branch: master
- Last Pushed: 2024-04-14T11:20:13.000Z (3 months ago)
- Last Synced: 2024-05-01T13:27:57.932Z (2 months ago)
- Topics: examine, explain, explanatory-model-analysis, explore, machine-learning, model-visualization, predictive-models, xai
- Language: Jupyter Notebook
- Homepage: http://ema.drwhy.ai
- Size: 908 MB
- Stars: 173
- Watchers: 17
- Forks: 38
- Open Issues: 4
-
Metadata Files:
- Readme: README.md
- Funding: .github/FUNDING.yml
Lists
- awesome-stars - pbiecek/ema - Explanatory Model Analysis. Explore, Explain and Examine Predictive Models (Jupyter Notebook)
README
# Explanatory Model Analysis
## Explore, Explain, and Examine Predictive Models
See the html website here: https://pbiecek.github.io/ema/
A note to readers: this text is a work in progress.
We've released this initial version to get more feedback. Feedback can be given at the GitHub repo https://github.com/pbiecek/ema/issues. We are primarily interested in the organization and consistency of the content, but any comments will be welcommed.
### Bibtex entry
```
@Book{,
author = {Przemyslaw Biecek and Tomasz Burzykowski},
title = {{Explanatory Model Analysis}},
publisher = {Chapman and Hall/CRC, New York},
year = {2021},
isbn = {9780367135591},
url = {https://ema.drwhy.ai/},
}
```
### Model Studio
In this book we have used several predictive models. One can explore them with the Model Studio under following links
* `titanic_rf_v4` model https://titanic-rf-v4.netlify.com
* `titanic_rf_v6` model https://titanic-rf-v6.netlify.com
* `titanic_gbm_v6` model https://titanic-gbm-v6.netlify.com
* `titanic_lmr_v6` model https://titanic-lmr-v6.netlify.com
