├── .gitignore ├── LICENSE ├── README.md ├── examples ├── analyse_data_example.py ├── encoding_categorical_data_example.py ├── feature_scaling_example.py ├── feature_selection_example.py ├── learnflow_vs_sklearn.py ├── linear_regression_example.py ├── missing_value_example.py └── split_example.py ├── main ├── analyse_data.py ├── association_rule_mining.py ├── decision_tree.py ├── encoding_categorical_data.py ├── feature_scaling.py ├── feature_selection.py ├── gaussian_mixture_model.py ├── gradient_boosting.py ├── hidden_markov_model.py ├── k_means_clustering.py ├── k_nearest_neighbors.py ├── linear_regression.py ├── linear_regression1.py ├── logistic_regression.py ├── logistic_regression1.py ├── missing_value.py ├── naive_bayes.py ├── neural_network.py ├── principal_component_analysis.py ├── random_forest.py ├── singular_value_decomposition(SVD).py ├── split_data.py ├── support_vector_machines.py └── validation.py ├── package ├── build │ └── lib │ │ └── smartsolve │ │ ├── __init__.py │ │ ├── evaluation.py │ │ ├── models.py │ │ └── preprocessing.py ├── dist │ ├── smartsolve-0.0.5-py3-none-any.whl │ └── smartsolve-0.0.5.tar.gz ├── setup.py ├── smartsolve.egg-info │ ├── PKG-INFO │ ├── SOURCES.txt │ ├── dependency_links.txt │ ├── requires.txt │ └── top_level.txt └── smartsolve │ ├── CHANGELOG.txt │ ├── LICENSE.txt │ ├── MANIFEST.in │ ├── README.txt │ ├── __init__.py │ ├── evaluation.py │ ├── models.py │ └── preprocessing.py └── tests ├── test_analyse_data.py ├── test_association_rule_mining.py ├── test_decision_tree.py ├── test_encoding_categorical_data.py ├── test_feature_scaling.py ├── test_feature_selection.py ├── test_gaussian_mixture_model.py ├── test_gradient_boosting.py ├── test_hidden_markov_model.py ├── test_k_means_clustering.py ├── test_k_nearest_neighbors.py ├── test_linear_regression.py ├── test_logistic_regression.py ├── test_missing_value.py ├── test_naive_bayes.py ├── test_neural_network.py ├── test_principal_component_analysis.py ├── test_random_forest.py ├── test_singular_value_decomposition(SVD).py ├── test_split_data.py └── test_support_vector_machines.py /.gitignore: -------------------------------------------------------------------------------- 1 | # IntelliJ IDEA project files 2 | .idea/ 3 | 4 | # Python-specific 5 | __pycache__/ 6 | *.pyc 7 | venv/ -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/README.md -------------------------------------------------------------------------------- /examples/analyse_data_example.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/examples/analyse_data_example.py -------------------------------------------------------------------------------- /examples/encoding_categorical_data_example.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/examples/encoding_categorical_data_example.py -------------------------------------------------------------------------------- /examples/feature_scaling_example.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/examples/feature_scaling_example.py -------------------------------------------------------------------------------- /examples/feature_selection_example.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/examples/feature_selection_example.py -------------------------------------------------------------------------------- /examples/learnflow_vs_sklearn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/examples/learnflow_vs_sklearn.py -------------------------------------------------------------------------------- /examples/linear_regression_example.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/examples/linear_regression_example.py -------------------------------------------------------------------------------- /examples/missing_value_example.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/examples/missing_value_example.py -------------------------------------------------------------------------------- /examples/split_example.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/examples/split_example.py -------------------------------------------------------------------------------- /main/analyse_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/analyse_data.py -------------------------------------------------------------------------------- /main/association_rule_mining.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/association_rule_mining.py -------------------------------------------------------------------------------- /main/decision_tree.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/decision_tree.py -------------------------------------------------------------------------------- /main/encoding_categorical_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/encoding_categorical_data.py -------------------------------------------------------------------------------- /main/feature_scaling.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/feature_scaling.py -------------------------------------------------------------------------------- /main/feature_selection.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/feature_selection.py -------------------------------------------------------------------------------- /main/gaussian_mixture_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/gaussian_mixture_model.py -------------------------------------------------------------------------------- /main/gradient_boosting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/gradient_boosting.py -------------------------------------------------------------------------------- /main/hidden_markov_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/hidden_markov_model.py -------------------------------------------------------------------------------- /main/k_means_clustering.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/k_means_clustering.py -------------------------------------------------------------------------------- /main/k_nearest_neighbors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/k_nearest_neighbors.py -------------------------------------------------------------------------------- /main/linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/linear_regression.py -------------------------------------------------------------------------------- /main/linear_regression1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/linear_regression1.py -------------------------------------------------------------------------------- /main/logistic_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/logistic_regression.py -------------------------------------------------------------------------------- /main/logistic_regression1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/logistic_regression1.py -------------------------------------------------------------------------------- /main/missing_value.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/missing_value.py -------------------------------------------------------------------------------- /main/naive_bayes.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/naive_bayes.py -------------------------------------------------------------------------------- /main/neural_network.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/neural_network.py -------------------------------------------------------------------------------- /main/principal_component_analysis.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/principal_component_analysis.py -------------------------------------------------------------------------------- /main/random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/random_forest.py -------------------------------------------------------------------------------- /main/singular_value_decomposition(SVD).py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/singular_value_decomposition(SVD).py -------------------------------------------------------------------------------- /main/split_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/split_data.py -------------------------------------------------------------------------------- /main/support_vector_machines.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/support_vector_machines.py -------------------------------------------------------------------------------- /main/validation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/main/validation.py -------------------------------------------------------------------------------- /package/build/lib/smartsolve/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/build/lib/smartsolve/__init__.py -------------------------------------------------------------------------------- /package/build/lib/smartsolve/evaluation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/build/lib/smartsolve/evaluation.py -------------------------------------------------------------------------------- /package/build/lib/smartsolve/models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/build/lib/smartsolve/models.py -------------------------------------------------------------------------------- /package/build/lib/smartsolve/preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/build/lib/smartsolve/preprocessing.py -------------------------------------------------------------------------------- /package/dist/smartsolve-0.0.5-py3-none-any.whl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/dist/smartsolve-0.0.5-py3-none-any.whl -------------------------------------------------------------------------------- /package/dist/smartsolve-0.0.5.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/dist/smartsolve-0.0.5.tar.gz -------------------------------------------------------------------------------- /package/setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/setup.py -------------------------------------------------------------------------------- /package/smartsolve.egg-info/PKG-INFO: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/smartsolve.egg-info/PKG-INFO -------------------------------------------------------------------------------- /package/smartsolve.egg-info/SOURCES.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/smartsolve.egg-info/SOURCES.txt -------------------------------------------------------------------------------- /package/smartsolve.egg-info/dependency_links.txt: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /package/smartsolve.egg-info/requires.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/smartsolve.egg-info/requires.txt -------------------------------------------------------------------------------- /package/smartsolve.egg-info/top_level.txt: -------------------------------------------------------------------------------- 1 | smartsolve 2 | -------------------------------------------------------------------------------- /package/smartsolve/CHANGELOG.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/smartsolve/CHANGELOG.txt -------------------------------------------------------------------------------- /package/smartsolve/LICENSE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/smartsolve/LICENSE.txt -------------------------------------------------------------------------------- /package/smartsolve/MANIFEST.in: -------------------------------------------------------------------------------- 1 | global-include *.txt *.py -------------------------------------------------------------------------------- /package/smartsolve/README.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/smartsolve/README.txt -------------------------------------------------------------------------------- /package/smartsolve/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/smartsolve/__init__.py -------------------------------------------------------------------------------- /package/smartsolve/evaluation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/smartsolve/evaluation.py -------------------------------------------------------------------------------- /package/smartsolve/models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/smartsolve/models.py -------------------------------------------------------------------------------- /package/smartsolve/preprocessing.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/package/smartsolve/preprocessing.py -------------------------------------------------------------------------------- /tests/test_analyse_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_analyse_data.py -------------------------------------------------------------------------------- /tests/test_association_rule_mining.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_association_rule_mining.py -------------------------------------------------------------------------------- /tests/test_decision_tree.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_decision_tree.py -------------------------------------------------------------------------------- /tests/test_encoding_categorical_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_encoding_categorical_data.py -------------------------------------------------------------------------------- /tests/test_feature_scaling.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_feature_scaling.py -------------------------------------------------------------------------------- /tests/test_feature_selection.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_feature_selection.py -------------------------------------------------------------------------------- /tests/test_gaussian_mixture_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_gaussian_mixture_model.py -------------------------------------------------------------------------------- /tests/test_gradient_boosting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_gradient_boosting.py -------------------------------------------------------------------------------- /tests/test_hidden_markov_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_hidden_markov_model.py -------------------------------------------------------------------------------- /tests/test_k_means_clustering.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_k_means_clustering.py -------------------------------------------------------------------------------- /tests/test_k_nearest_neighbors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_k_nearest_neighbors.py -------------------------------------------------------------------------------- /tests/test_linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_linear_regression.py -------------------------------------------------------------------------------- /tests/test_logistic_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_logistic_regression.py -------------------------------------------------------------------------------- /tests/test_missing_value.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_missing_value.py -------------------------------------------------------------------------------- /tests/test_naive_bayes.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_naive_bayes.py -------------------------------------------------------------------------------- /tests/test_neural_network.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_neural_network.py -------------------------------------------------------------------------------- /tests/test_principal_component_analysis.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_principal_component_analysis.py -------------------------------------------------------------------------------- /tests/test_random_forest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_random_forest.py -------------------------------------------------------------------------------- /tests/test_singular_value_decomposition(SVD).py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_singular_value_decomposition(SVD).py -------------------------------------------------------------------------------- /tests/test_split_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_split_data.py -------------------------------------------------------------------------------- /tests/test_support_vector_machines.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LoqmanSamani/smartsolve/HEAD/tests/test_support_vector_machines.py --------------------------------------------------------------------------------