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Simple and Distributed Machine Learning

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## Related Issues/PRs GH Announcement: https://github.com/actions/virtual-environments/issues/6002 #xxx ## What changes are proposed in this pull request? _Briefly describe the changes included in this Pull Request._ ## How is this patch...

## Related Issues/PRs None ## What changes are proposed in this pull request? Add two notebooks for aisample into `notebooks/community/aisample` folder. - AIsample - Book Recommendation.ipynb - AIsample - Fraud...

## Related Issues/PRs ## What changes are proposed in this pull request? This PR introduces test generation for the R interface to SynapseML, similar to that for Python and Dotnet....

### SynapseML version 0.10.0 ### System information - Language version: python 3.8.10 - Spark Version: 3.2.1 - Spark Platform Synapse - Databricks So I have followed the installation instruction into...

bug
awaiting response
area/lightgbm
triage

## What changes are proposed in this pull request? Currently the ImageFeaturizer uses CNTK models. This PR replaces this underlying dependency with ONNX models, effectively removing usage of CNTK from...

**Is your feature request related to a problem? Please describe.** I'd like to be able to access the metrics produced during model training. Currently I only see metrics in the...

enhancement
high priority
area/lightgbm

# Summary * add support for One Against All #804 * add support for VW command line style examples #1376 * add support for inter-pass All Reduce synchronization (aka single...

## Related Issues/PRs ## What changes are proposed in this pull request? Add deep learning text classification related models ## How is this patch tested? - [ ] I have...

Running lightgbm on a Mac with apple silicon (M1 chip, aarch64 architecture) fails because of missing native library for the architecture: ``` 22/02/16 10:51:32 ERROR LightGBMRanker: {"uid":"LightGBMRanker_7c727e2d1c9e","className":"class com.microsoft.azure.synapse.ml.lightgbm.LightGBMRanker","method":"train","buildVersion":"0.9.5"} org.apache.spark.SparkException: Job...

**Is your feature request related to a problem? Please describe.** There is ROC AUC in `ComputeModelStatistics`, but at the same time Average Precision (`areaUnderPR`) is absent. **Describe the solution you'd...

awaiting response
feature-request
area/unknown