├── .idea ├── deployment.xml ├── encodings.xml ├── inspectionProfiles │ └── Project_Default.xml ├── misc.xml ├── modules.xml ├── tiny_ml.iml ├── vcs.xml └── workspace.xml ├── README.md ├── notes └── linear_model │ ├── linear_reg_closed_form.pdf │ └── logistic_regression.pdf ├── requirements.txt └── tinyml ├── __init__.py ├── __pycache__ ├── __init__.cpython-36.pyc └── __init__.cpython-37.pyc ├── bayes ├── NaiveBayesClassifier.py ├── __init__.py └── __pycache__ │ ├── NaiveBayesClassifier.cpython-37.pyc │ └── __init__.cpython-37.pyc ├── cluster ├── AGNES.py ├── DBSCAN.py ├── GaussianMixture.py ├── KMeans.py ├── LVQ.py ├── __init__.py └── __pycache__ │ ├── AGNES.cpython-37.pyc │ ├── DBSCAN.cpython-37.pyc │ ├── GaussianMixture.cpython-37.pyc │ ├── KMeans.cpython-37.pyc │ ├── LVQ.cpython-37.pyc │ └── __init__.cpython-37.pyc ├── compare ├── __init__.py ├── cluster_result │ ├── sklearn_AGNES.jpg │ ├── sklearn_DBSCAN.jpg │ ├── sklearn_GMM.jpg │ ├── sklearn_KMeans.jpg │ ├── tinyml_AGNES.jpg │ ├── tinyml_DBSCAN.jpg │ ├── tinyml_GMM.jpg │ └── tinyml_KMeans.jpg ├── compare_classification.py ├── compare_clustering.py ├── compare_dimension_reduction.py ├── compare_regresssor.py └── dimension_reduction_result │ ├── sklearn_KernalPCA.jpg │ ├── sklearn_LLE.jpg │ ├── sklearn_MDS.jpg │ ├── sklearn_PCA.jpg │ ├── tinyml_KernalPCA.jpg │ ├── tinyml_LLE.jpg │ ├── tinyml_MDS.jpg │ └── tinyml_PCA.jpg ├── dimension_reduction ├── Isomap.py ├── KernelPCA.py ├── LLE.py ├── MDS.py ├── PCA.py ├── __init__.py └── __pycache__ │ ├── Isomap.cpython-37.pyc │ ├── KernelPCA.cpython-37.pyc │ ├── LLE.cpython-37.pyc │ ├── MDS.cpython-36.pyc │ ├── MDS.cpython-37.pyc │ ├── PCA.cpython-37.pyc │ ├── __init__.cpython-36.pyc │ └── __init__.cpython-37.pyc ├── discriminant_analysis ├── GDA.py ├── LDA.py ├── __init__.py └── __pycache__ │ ├── GDA.cpython-37.pyc │ ├── LDA.cpython-37.pyc │ └── __init__.cpython-37.pyc ├── ensemble ├── AdaBoostClassifier.py ├── GradientBoostingRegressor.py ├── RandomForestRegressor.py ├── XGBRegressor.py ├── __init__.py └── __pycache__ │ ├── AdaBoostClassifier.cpython-37.pyc │ ├── GradientBoostingRegressor.cpython-37.pyc │ ├── RandomForestRegressor.cpython-37.pyc │ ├── XGBRegressor.cpython-37.pyc │ └── __init__.cpython-37.pyc ├── factorization_machine ├── FMClassifier.py └── __init__.py ├── feature_selection ├── ReliefFeatureSelection.py └── __init__.py ├── linear_model ├── LinearRegression.py ├── LocallyWeightedLinearRegression.py ├── LogisticRegression.py ├── SGDRegressor.py ├── __init__.py └── __pycache__ │ ├── LinearRegression.cpython-37.pyc │ ├── LogisticRegression.cpython-37.pyc │ ├── SGDRegressor.cpython-37.pyc │ └── __init__.cpython-37.pyc ├── metrices ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ └── curves.cpython-37.pyc └── curves.py ├── svm ├── SVC.py ├── __init__.py └── __pycache__ │ ├── SVC.cpython-37.pyc │ └── __init__.cpython-37.pyc └── tree ├── DecisionTreeClassifier.py ├── DecisionTreeRegressor.py ├── __init__.py ├── __pycache__ 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