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