https://github.com/c-bata/mlcamp-adult-competition
https://github.com/c-bata/mlcamp-adult-competition
Last synced: about 1 year ago
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- Host: GitHub
- URL: https://github.com/c-bata/mlcamp-adult-competition
- Owner: c-bata
- Created: 2019-11-20T05:44:44.000Z (over 6 years ago)
- Default Branch: master
- Last Pushed: 2019-12-20T01:35:41.000Z (over 6 years ago)
- Last Synced: 2025-02-10T01:46:17.466Z (over 1 year ago)
- Language: Python
- Size: 67.4 KB
- Stars: 1
- Watchers: 3
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# ML camp adult competition
## How to run
1. Unarchived data and put it as `data/` directory on the root.
2. Run ``$ automl search`` to search best options using Optuna.
3. Run ``$ automl predict --features 32 --category-encoding label --fold 4`` to make submission file.
See `$ automl --help` for more details
## Command line options
```console
$ automl predict --help
Usage: automl predict [OPTIONS]
Train and predict using LightGBM.
Options:
--features INTEGER The number of features.
--featuretools / --no-featuretools
Synthesis features using feature tools if
True
--category-encoding [label|ohe]
--fold INTEGER The number of LightGBM model learned from N
folded dataset.
--save-model / --no-save-model Save models in output directory, if true.
--save-feature-importance / --no-save-feature-importance
Save image of feature importance, if true.
--help Show this message and exit.
```