uplift

💡 Feature request

Create uplift_metrics_tutorial_advanced.ipynb

As a baseline take uplift_metrics_tutorial.ipynb

Use the same dataset.

The next few points should be displayed:

1. uplift@k with a small step ot the k parameter (smaller than 0.1, for instance 0.01)

2. ASD metric

3. display 2 different model uplift scores on one qini plot

Adding a data simulator would be a positive addition to causeinfer in that it would allow users to more accurately check general accuracies and compare models.

Files to create:

• causeinfer.data.simulation.py
• examples/simulation.ipynb
• Adding the dataset to [examples/an_iterated_model_dataset_comparison.ipynb](https://github.com/andrewtavis/causeinfer/blob/main/examples/an_iterated_model_