mljar-supervised

(★ 3,285)

Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation

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- - docs.yml
  - run-tests.yml
  - smoke-pypi-install-train.yml
  - test-installation-with-conda.yml
  - test-installation-with-pip-on-windows.yml
- - api.md
  - contributing.md
  - get_help.md
  - help.md
  - index.md
  - roadmap.md
- mkdocs.yml
- README.md
- - basic_run.ipynb
  - Titanic.ipynb
- - binary_classifier.py
  - binary_classifier_adult_fairness.py
  - binary_classifier_ensemble.py
  - binary_classifier_marketing.py
  - binary_classifier_random.py
  - binary_classifier_Titanic.py
  - binary_classifier_Titanic_app.py
  - multi_class_classifier.py
  - multi_class_classifier_digits.py
  - multi_class_classifier_MNIST.py
  - multi_class_drug_fairness.py
  - regression.py
  - regression_acs_fairness.py
  - regression_crime_fairness.py
  - regression_housing_fairness.py
  - regression_law_school_fairness.py
  - report_structured_classification.py
  - report_structured_fairness.py
  - report_structured_regression.py
  - tabular_mar_2021.py
- - __init__.py
  - algorithm.py
  - baseline.py
  - catboost.py
  - decision_tree.py
  - extra_trees.py
  - factory.py
  - knn.py
  - lightgbm.py
  - linear.py
  - nn.py
  - random_forest.py
  - registry.py
  - sklearn.py
  - xgboost.py
- - __init__.py
  - generator.py
  - local_runner.py
  - metadata.py
  - publisher.py
  - templates.py
- - __init__.py
  - callback.py
  - callback_list.py
  - early_stopping.py
  - learner_time_constraint.py
  - max_iters_constraint.py
  - metric_logger.py
  - terminate_on_nan.py
  - total_time_constraint.py
- - __init__.py
  - certificate.py
  - metrics.py
  - optimization.py
  - plots.py
  - report.py
  - utils.py
- - __init__.py
  - datetime_transformer.py
  - encoding_selector.py
  - exclude_missing_target.py
  - goldenfeatures_transformer.py
  - kmeans_transformer.py
  - label_binarizer.py
  - label_encoder.py
  - preprocessing.py
  - preprocessing_categorical.py
  - preprocessing_missing.py
  - preprocessing_utils.py
  - scale.py
  - text_transformer.py
- - __init__.py
  - data_info.py
  - hill_climbing.py
  - mljar_tuner.py
  - preprocessing_tuner.py
  - random_parameters.py
  - time_controller.py
- - __init__.py
  - additional_metrics.py
  - additional_plots.py
  - automl_plots.py
  - common.py
  - config.py
  - constants.py
  - data_validation.py
  - importance.py
  - jsonencoder.py
  - leaderboard_plots.py
  - learning_curves.py
  - metric.py
  - report_structured.py
  - shap.py
  - subsample.py
  - utils.py
- - __init__.py
  - validation_step.py
  - validator_base.py
  - validator_custom.py
  - validator_kfold.py
  - validator_split.py
- __init__.py
- automl.py
- base_automl.py
- ensemble.py
- exceptions.py
- model_framework.py
- - __init__.py
  - check_automl_with_regression.py
  - run_ml_tests.py
  - run_performance_tests.py
- - 179.csv
  - 24.csv
  - 3.csv
  - 31.csv
  - 38.csv
  - 44.csv
  - 720.csv
  - 737.csv
  - acs_income_1k.csv
  - adult_missing_values_missing_target_500rows.csv
  - boston_housing.csv
  - housing_regression_missing_values_missing_target.csv
  - iris_classes_missing_values_missing_target.csv
  - iris_missing_values_missing_target.csv
- - __init__.py
  - test_baseline.py
  - test_catboost.py
  - test_decision_tree.py
  - test_extra_trees.py
  - test_factory.py
  - test_knn.py
  - test_lightgbm.py
  - test_linear.py
  - test_nn.py
  - test_random_forest.py
  - test_registry.py
  - test_xgboost.py
- - __init__.py
  - test_adjust_validation.py
  - test_automl.py
  - test_automl_app.py
  - test_automl_init.py
  - test_automl_local_app.py
  - test_automl_publish_app.py
  - test_automl_report.py
  - test_automl_sample_weight.py
  - test_automl_time_constraints.py
  - test_data_types.py
  - test_dir_change.py
  - test_explain_levels.py
  - test_golden_features.py
  - test_handle_imbalance.py
  - test_integration.py
  - test_joblib_version.py
  - test_models_needed_for_predict.py
  - test_prediction_after_load.py
  - test_repeated_validation.py
  - test_restore.py
  - test_stack_models_constraints.py
  - test_targets.py
  - test_update_errors_report.py
- - __init__.py
  - test_total_time_constraint.py
- - __init__.py
  - test_save_load.py
- - __init__.py
  - test_binary_classification.py
  - test_multi_class_classification.py
  - test_regression.py
- - __init__.py
  - disable_eda.py
  - test_categorical_integers.py
  - test_datetime_transformer.py
  - test_encoding_selector.py
  - test_exclude_missing.py
  - test_goldenfeatures_transformer.py
  - test_label_binarizer.py
  - test_label_encoder.py
  - test_preprocessing.py
  - test_preprocessing_missing.py
  - test_preprocessing_utils.py
  - test_scale.py
  - test_text_transformer.py
- - __init__.py
  - test_hill_climbing.py
  - test_time_controller.py
  - test_tuner.py
- - __init__.py
  - test_automl_plots.py
  - test_compute_additional_metrics.py
  - test_importance.py
  - test_learning_curves.py
  - test_metric.py
  - test_shap.py
  - test_subsample.py
- - __init__.py
  - test_validator_kfold.py
  - test_validator_split.py
- __init__.py
- conftest.py
- README.md
.gitignore
CITATION
LICENSE
MANIFEST.in
pytest.ini
README.md
requirements.txt
requirements_dev.txt
setup.py

# Installation Guide

1. Get the code

git clone https://github.com/mljar/mljar-supervised

Downloads the entire project code from GitHub to your computer.

cd mljar-supervised

Moves into the project folder you just downloaded.

2. Official Install Script

Easy Recommended

Prerequisites

Python 3 Python is required to use pip.

pip install mljar-supervised

Installs the package published on PyPI directly — no need to clone the source.

pip install -q -U git+https://github.com/mljar/mljar-supervised.git@master

Installs the package published on PyPI directly — no need to clone the source.

✅ After installing, open a new terminal and run the program's version command (e.g. --version) to confirm it worked.

Pulled directly from this repo's README.

3. Python

Easy

Prerequisites

Git Needed to download the project code from GitHub.
Python 3 On Windows, be sure to check 'Add Python to PATH' during installation.

pip install mljar-supervised

Installs the package published on PyPI directly — no need to clone the source.

pip install -r requirements.txt

Installs the Python libraries listed in requirements.txt (or similar).

pip install -r requirements_dev.txt

Installs the Python libraries listed in requirements.txt (or similar).

RUN apt-get install -y build-essential python3-pip python3-dev

Type this command into your terminal and run it.

RUN pip3 -q install pip --upgrade

Type this command into your terminal and run it.

✅ If it runs without errors and prints output in the terminal, it worked.

Pulled directly from this repo's README.