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Posted to github@beam.apache.org by "Juta (via GitHub)" <gi...@apache.org> on 2023/02/23 12:58:21 UTC
[GitHub] [beam] Juta opened a new pull request, #25607: restructure ml overview website page
Juta opened a new pull request, #25607:
URL: https://github.com/apache/beam/pull/25607
Restructure ML overview website page and add explanation about model validation
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[GitHub] [beam] damccorm commented on pull request #25607: restructure ml overview website page
Posted by "damccorm (via GitHub)" <gi...@apache.org>.
damccorm commented on PR #25607:
URL: https://github.com/apache/beam/pull/25607#issuecomment-1443744355
Run RAT PreCommit
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[GitHub] [beam] damccorm commented on a diff in pull request #25607: restructure ml overview website page
Posted by "damccorm (via GitHub)" <gi...@apache.org>.
damccorm commented on code in PR #25607:
URL: https://github.com/apache/beam/pull/25607#discussion_r1115671215
##########
website/www/site/content/en/documentation/ml/overview.md:
##########
@@ -78,20 +80,28 @@ The RunInference API doesn't currently support making remote inference calls usi
* Consider monitoring and measuring the performance of a pipeline when deploying, because monitoring can provide insight into the status and health of the application.
+## Model validation
+
+Model validation allows you to benchmark your model’s performance against an unseen dataset. You can extract chosen metrics, create visualizations, log metadata, and compare the performance of different models with the end goal of validating whether your model is ready to deploy. Beam provides support for running model evaluation on a TensorFlow model directly inside your pipeline.
Review Comment:
```suggestion
Model validation allows you to benchmark your model’s performance against a previously unseen dataset. You can extract chosen metrics, create visualizations, log metadata, and compare the performance of different models with the end goal of validating whether your model is ready to deploy. Beam provides support for running model evaluation on a TensorFlow model directly inside your pipeline.
```
Small wording nit
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[GitHub] [beam] damccorm commented on pull request #25607: restructure ml overview website page
Posted by "damccorm (via GitHub)" <gi...@apache.org>.
damccorm commented on PR #25607:
URL: https://github.com/apache/beam/pull/25607#issuecomment-1443632876
(comment is for bot)
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[GitHub] [beam] Juta commented on pull request #25607: restructure ml overview website page
Posted by "Juta (via GitHub)" <gi...@apache.org>.
Juta commented on PR #25607:
URL: https://github.com/apache/beam/pull/25607#issuecomment-1443611164
Thanks @damccorm. I made the requested changes
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[GitHub] [beam] Juta commented on pull request #25607: restructure ml overview website page
Posted by "Juta (via GitHub)" <gi...@apache.org>.
Juta commented on PR #25607:
URL: https://github.com/apache/beam/pull/25607#issuecomment-1441732584
@damccorm Hi Danny, I made an additional edit to update the overview page of ML and to include model validation. Please have a look
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[GitHub] [beam] damccorm commented on pull request #25607: restructure ml overview website page
Posted by "damccorm (via GitHub)" <gi...@apache.org>.
damccorm commented on PR #25607:
URL: https://github.com/apache/beam/pull/25607#issuecomment-1443632699
retest this please
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[GitHub] [beam] damccorm merged pull request #25607: restructure ml overview website page
Posted by "damccorm (via GitHub)" <gi...@apache.org>.
damccorm merged PR #25607:
URL: https://github.com/apache/beam/pull/25607
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[GitHub] [beam] damccorm commented on pull request #25607: restructure ml overview website page
Posted by "damccorm (via GitHub)" <gi...@apache.org>.
damccorm commented on PR #25607:
URL: https://github.com/apache/beam/pull/25607#issuecomment-1441761904
Thanks, this LGTM other than the 2 small comments
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