Data Science Integration Requests
- Dominant language
- Python
- Stars
- 4.3k
- Forks
- 371
- Avg merge
- 26d 1h
- Merged PRs (30d)
- 1
Description
There are a few issues and slack messages floating about platform integration in Wave and Hi-C (https://github.com/h2oai/h2o-ai-cloud/issues/139) , but this issue is specifically on UI elements that are consistently used by data science app developers. Currently each of these is done 3-5 different ways in different App Store Apps, so it would be nice to have either examples of "the right way" OR mode ideally to add these common ui components to the SDK. Each of these could be a seperate card or a component to use in a form card, whatever is "best practice". I think this is @geomodular for integration and @mturoci @lo5 for what should be UI components in the SDK vs. example code
- [ ] UI component for logging into H2O-3 - (ideally with a secure way for developers to save default credentials)
- [ ] UI component for logging into DAI - (ideally with a secure way for developers to save default credentials)
- [ ] UI component for setting up and running a DAI experiment with default settings
- [ ] UI component for setting up and running a time series DAI experiment with default settings
- [ ] UI component for setting up and running an AutoML leaderboard with default settings
- [ ] UI component for getting predictions from a specific model on new data (this should delete the test dataset from the DAI or H2O-3 instance after the predictions happen to keep the instance clean)
- [ ] UI component for displaying the top feature in a DAI experiment - this should be able to work with theming
- [ ] UI component for displaying DAI or h2o-3 Shapley values which is useable with theming
- [ ] UI component for displaying a pandas, h2o-3, or DAI dataset as a table - this gets trickier because there are so many options for each column in the displayed table, maybe we start with just a "basic" table in the SDK and then give examples of how to manually customize this
- [ ] UI component for rending an H2O-3, ScikitLearn, or DAI auto report (CC @laurendiperna )
Contributor guide
Assessment
This issue has not been assessed yet.