Orange3-AutoML
This leverages several AutoML providers in Orange3.
Within the Add-ons installer, click on "Add more..." and type in orange3-automl
Currently the dependencies require 7.4 GBs of free disk space.
Here is an example workflow using the iris dataset.
Selection of AutoML Providers
Currently Supported
| Provider | Version | Notes |
|---|---|---|
| h2o | 3.4.4 | Works well. |
| autogluon | 1.4.0 | There a bug on xgboost 2.0.3 through 2.1.3, which doesn't work with scikit-learn 1.7.1 (autogluon requires scikit-learn between 1.4.0 and 1.8.0) |
| auto-sklearn2 | 1.0.0 | Works well. |
Unsupported
I have tried the following packages and deemed them unsuitable.
| Provider | Version | Reason |
|---|---|---|
| mlbox | 0.8.5 | Last updated 2020, requires old numpy (won't compile) |
| smac | 2.3.1 | Requires installing swig before pip install, Orange interface doesn't have that interface |
| auto-sklearn | 0.24.2 | Last updated 2022, Won't compile on python 3.12 |
| tpot2 | 0.1.9a0 | Installs, but ran into issues with server hangs. |
| Google CloudAutoML | x | Cloud-based, requires accounts, sends data to Google |
Unevaluated
I have not researched the following yet.
| Provider | Version | Reason |
|---|---|---|
| ludwig | ||
| transmogrifai | ||
| evalml | ||
| MLJAR |
1 maintainer
Release files for orange3-automl 0.1.3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| orange3_automl-0.1.3.tar.gz | 64.7 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| orange3_automl-0.1.3-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 138.1 kB
Release files / orange3_automl-0.1.3.tar.gz
| Download URL | orange3_automl-0.1.3.tar.gz |
|---|---|
| Size | 64.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
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Release files / orange3_automl-0.1.3-py3-none-any.whl
| Download URL | orange3_automl-0.1.3-py3-none-any.whl |
|---|---|
| Size | 73.4 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
twine/6.2.0 CPython/3.12.11
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