Niels Bantilan

This is a stub issue for keeping track of different tutorial ideas to showcase unionml functionality, see here: https://unionml.readthedocs.io/en/latest/tutorials_intro.html

Post prediction hook that has access to features, model, prediction for e.g. WhyLogs, Revela integration

2

Use case: As a data scientist, I want to define a custom function hook after the `model.predictor` function has been called so that I can track metrics and aggregates about...

Unit tests and examples: XGBoost

2

- extend the integration test suite to include a xgboost-based app: https://github.com/unionai-oss/unionml/tree/main/tests/integration - update the documentation index.md to include a new `xgboost` tab: https://github.com/unionai-oss/unionml/blob/main/docs/source/index.md

Integration tests and examples: Tensorflow

3

- extend the integration test suite to include a tensorflow-based app: https://github.com/unionai-oss/unionml/tree/main/tests/integration - update the documentation index.md to include a new `tensorflow` tab: https://github.com/unionai-oss/unionml/blob/main/docs/source/index.md

Implement model.trainer callback functions

1

Consider a `model.callbacks.*` API for defining additional behavior that’s meant to occur at some point during the training/prediction. The development should be use-case driven, e.g. ```python @model.trainer(pre_callback=..., post_callback=...) def trainer(...):...

[Docs] Add documentation for what functions are invoked within the model.train method

5

Similar to the [model.predict](https://unionml.readthedocs.io/en/latest/generated_api_reference/unionml.model.Model.html#unionml.model.Model.predict) method, document the functions that are invoked inside the `model.train` method.

Integration: Revela for model monitoring

3

https://www.revela.io/

https://docs.konan.ai/

Add conda installation path to contributing guide

5

Add instructions on how to install unionml using conda to https://unionml.readthedocs.io/en/latest/contributing_guide.html and README.md

Pull out unionml task and workflows and use them in Flyte workflows