dotnet / dotnet/machinelearning
AutoML.Net improvements tracking down list
- Dominant language
- C#
- Stars
- 9.4k
- Forks
- 2k
- Avg merge
- 2d 20h
- Merged PRs (30d)
- 11
Description
- AutoML Sweepable API (#5993)
- [x] implementation (#6285)
- [x] make it public (#6173)
- [x] documents
- [x] [sweepable pipeline](https://github.com/dotnet/machinelearning/pull/6218)
- [ ] code example
- [x] jupyter notebook example
- [forecast using ssa](https://github.com/dotnet/csharp-notebooks/blob/main/machine-learning/E2E-Forecasting%20using%20SSA%20with%20Luna%20Dataset.ipynb)
- [automl sweepable api](https://github.com/dotnet/csharp-notebooks/pull/69#pullrequestreview-1119018464)
- AutoML Featurizer API (#6187)
- [x] implementation (#6205) (#6261)
- [x] make it public
- [x] documents
- [ ] code example
- [x] image classification with image featurizer
- [x] jupyter notebook example
- [x] [regression with taxi fare](https://github.com/dotnet/csharp-notebooks/blob/main/machine-learning/E2E-Regression%20with%20Taxi%20Dataset.ipynb)
- [x] [classification with titanic](https://github.com/dotnet/csharp-notebooks/blob/main/machine-learning/REF-Kaggle%20with%20Titanic%20Dataset.ipynb)
- AutoML Experiment API (#6118 )
- [x] implementation
- [x] make it pubic (#6173)
- [x] documents [#6589]
- [ ] code example
- [x] jupyter notebook example
- [titanic](https://github.com/dotnet/csharp-notebooks/blob/main/machine-learning/REF-Kaggle%20with%20Titanic%20Dataset.ipynb)
- [taxi-fare](https://github.com/dotnet/csharp-notebooks/blob/main/machine-learning/E2E-Regression%20with%20Taxi%20Dataset.ipynb)
- [iris](https://github.com/dotnet/csharp-notebooks/blob/main/machine-learning/E2E-Classification%20with%20Iris%20Dataset.ipynb)
- [luna forecasting using regression](https://github.com/dotnet/csharp-notebooks/blob/main/machine-learning/E2E-Forecasting%20using%20Regression%20with%20Luna%20Dataset.ipynb)
- needs more
- [ ] reimplement existing experiment using AutoML Experiment API
- [x] BinaryExperiment (#6246)
- [x] Multiclass Experiment (#6270)
- [x] Regression (#6338)
- [ ] Recommendation
- [ ] Ranking
- AutoML Advance Feature
- [x] continue training [#6335]
- [x] exit strategy [#6402 ]
- [x] limit resource (CPU/memory) [#6305]
Contributor guide
Assessment
This issue has not been assessed yet.