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Microsoft has an internal program for employees to nominate OSS projects to get some funding periodically.
I'd like to nominate both SMAC3 and ConfigSpace as we use them in the [MLOS](https://githu…
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Use the https://autokeras.com/ AutoML system as a starting point.
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- **Package Name**: azureml-core==1.49.0, azureml-train-automl==1.49.0
- **Package Version**: SDKv1
- **Operating System**: Linux 23.06.30
- **Python Version**: 3.8.10
**Describe the bug**
Lau…
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### Short description and motivation for the proposed feature
The idea is to have a really simple sklearn-based ML engine that does classification and regression use cases with minimal AutoML featu…
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http://mr-0xc1:8080/view/H2OAI/job/h2oai-benchmark-quick/1259/console
Starting automl original with runtime 97
04:49:26 AutoML progress: |███████ (failed)
04:49:26 Traceback (most recent call las…
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We have a feature request from the AutoML community -- some other tools (TPOT and auto-sklearn is working to add this right now) have the ability to do checkpointing. We could add this functionality …
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[^Dummy Example - Shap problem.py]
AutoML uses default categorical encodings which vary according to the model. For some models, features are expanded into multiple columns (one hot encoding). Ho…
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## Summary
pandas 2.0 support
## Description
When attempting to import AutoML with 'from flaml import AutoML', I received an error due to pandas 2.0. The error message stated 'AttributeError:…
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## What's few-shot/zero-shot HPO
Few-shot HPO is a both promising-performance and budget-friendly HPO solution. It is divided into two processes: offline processing and online processing. In offline…
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Currently `IterativeAlgorithm` logging outputs `n pipelines ready for search` in the logger when running `AutoMLSearch`. However, `DefaultAlgorithm` does not have such output. There could be more plac…