dotnet / dotnet/machinelearning-modelbuilder
Customize Training and Additional Metrics
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Description
The [`Advanced training option`](https://microsoft-my.sharepoint.com/:w:/p/brachtma/EflGo8r9PmtHo_FRuCho6IIBDFqHa17Pzbc3Ft0tzkDhSw?e=J18RG2) will provide more flexibility on adjusting AutoML algo in order to achieve a better result. A few options that we can put in advanced training are
- remove/add trainers
- select different training metrics
- choose which model to consume
- additional test dataset
- dataset resample strategy (cv/hold-out)
- customized featurizer
## Work items
- [x] #2191
- [ ] #1508
## Related Issues
- [x] #60
- [ ] #1582
- [ ] #1999
- [ ] #2040
- [ ] Add visualizations to Model Builder
- AutoML Monitor
- PFI / FCC
- FairLearn.NET
- [ ] #1531 (A potential fix for this issue would be allowing the selection of trainers)
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- [ ] #1996
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- [x] #2041
- [x] #2007
- [x] #2063
- [x] #1537
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