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daal4py/_sources/algorithms.rst.txt

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daal4py/_sources/examples.rst.txt

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@@ -9,148 +9,148 @@ Data Science examples
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Jupyter Notebooks
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- `Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/daal4py_data_science.ipynb>`_
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- `Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/daal4py_data_science.ipynb>`_
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General usage
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-------------
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Principal Component Analysis (PCA) Transform
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- `Single-Process PCA <https://github.com/IntelPython/daal4py/blob/master/examples/pca_batch.py>`_
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- `Multi-Process PCA <https://github.com/IntelPython/daal4py/blob/master/examples/pca_spmd.py>`_
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- `Single-Process PCA <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/pca_batch.py>`_
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- `Multi-Process PCA <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/pca_spmd.py>`_
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Singular Value Decomposition (SVD)
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- `Single-Process PCA Transform <https://github.com/IntelPython/daal4py/blob/master/examples/pca_transform_batch.py>`_
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- `Single-Process PCA Transform <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/pca_transform_batch.py>`_
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- `Single-Process SVD <https://github.com/IntelPython/daal4py/blob/master/examples/svd_batch.py>`_
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- `Streaming SVD <https://github.com/IntelPython/daal4py/blob/master/examples/svd_streaming.py>`_
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- `Multi-Process SVD <https://github.com/IntelPython/daal4py/blob/master/examples/svd_spmd.py>`_
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- `Single-Process SVD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svd_batch.py>`_
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- `Streaming SVD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svd_streaming.py>`_
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- `Multi-Process SVD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svd_spmd.py>`_
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Moments of Low Order
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- `Single-Process Low Order Moments <https://github.com/IntelPython/daal4py/blob/master/examples/low_order_moms_dense_batch.py>`_
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- `Streaming Low Order Moments <https://github.com/IntelPython/daal4py/blob/master/examples/low_order_moms_dense_streaming.py>`_
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- `Multi-Process Low Order Moments <https://github.com/IntelPython/daal4py/blob/master/examples/low_order_moms_spmd.py>`_
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- `Single-Process Low Order Moments <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/low_order_moms_dense_batch.py>`_
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- `Streaming Low Order Moments <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/low_order_moms_dense_streaming.py>`_
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- `Multi-Process Low Order Moments <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/low_order_moms_spmd.py>`_
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Correlation and Variance-Covariance Matrices
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- `Single-Process Covariance <https://github.com/IntelPython/daal4py/blob/master/examples/covariance_batch.py>`_
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- `Streaming Covariance <https://github.com/IntelPython/daal4py/blob/master/examples/covariance_streaming.py>`_
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- `Multi-Process Covariance <https://github.com/IntelPython/daal4py/blob/master/examples/covariance_spmd.py>`_
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- `Single-Process Covariance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/covariance_batch.py>`_
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- `Streaming Covariance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/covariance_streaming.py>`_
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- `Multi-Process Covariance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/covariance_spmd.py>`_
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Decision Forest Classification
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- `Single-Process Decision Forest Classification
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<https://github.com/IntelPython/daal4py/blob/master/examples/decision_forest_classification_batch.py>`_
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<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_forest_classification_batch.py>`_
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Decision Tree Classification
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- `Single-Process Decision Tree Classification
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<https://github.com/IntelPython/daal4py/blob/master/examples/decision_tree_classification_batch.py>`_
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<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_tree_classification_batch.py>`_
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Gradient Boosted Classification
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- `Single-Process Gradient Boosted Classification
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<https://github.com/IntelPython/daal4py/blob/master/examples/gradient_boosted_classification_batch.py>`_
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<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/gradient_boosted_classification_batch.py>`_
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k-Nearest Neighbors (kNN)
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- `Single-Process kNN
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<https://github.com/IntelPython/daal4py/blob/master/examples/kdtree_knn_classification_batch.py>`_
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<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/kdtree_knn_classification_batch.py>`_
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Multinomial Naive Bayes
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- `Single-Process Naive Bayes <https://github.com/IntelPython/daal4py/blob/master/examples/naive_bayes_batch.py>`_
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- `Streaming Naive Bayes <https://github.com/IntelPython/daal4py/blob/master/examples/naive_bayes_streaming.py>`_
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- `Multi-Process Naive Bayes <https://github.com/IntelPython/daal4py/blob/master/examples/naive_bayes_spmd.py>`_
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- `Single-Process Naive Bayes <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/naive_bayes_batch.py>`_
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- `Streaming Naive Bayes <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/naive_bayes_streaming.py>`_
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- `Multi-Process Naive Bayes <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/naive_bayes_spmd.py>`_
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Support Vector Machine (SVM)
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- `Single-Process SVM
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<https://github.com/IntelPython/daal4py/blob/master/examples/svm_batch.py>`_
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<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svm_batch.py>`_
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Logistic Regression
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- `Single-Process Binary Class Logistic Regression
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<https://github.com/IntelPython/daal4py/blob/master/examples/log_reg_binary_dense_batch.py>`_
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<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/log_reg_binary_dense_batch.py>`_
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- `Single-Process Logistic Regression
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<https://github.com/IntelPython/daal4py/blob/master/examples/log_reg_dense_batch.py>`_
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<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/log_reg_dense_batch.py>`_
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Decision Forest Regression
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- `Single-Process Decision Forest Regression
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<https://github.com/IntelPython/daal4py/blob/master/examples/decision_forest_regression_batch.py>`_
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<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_forest_regression_batch.py>`_
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- `Single-Process Decision Tree Regression
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<https://github.com/IntelPython/daal4py/blob/master/examples/decision_tree_regression_batch.py>`_
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<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_tree_regression_batch.py>`_
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Gradient Boosted Regression
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- `Single-Process Boosted Regression
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<https://github.com/IntelPython/daal4py/blob/master/examples/gradient_boosted_regression_batch.py>`_
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<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/gradient_boosted_regression_batch.py>`_
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Linear Regression
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- `Single-Process Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/linear_regression_batch.py>`_
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- `Streaming Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/linear_regression_streaming.py>`_
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- `Multi-Process Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/linear_regression_spmd.py>`_
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- `Single-Process Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/linear_regression_batch.py>`_
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- `Streaming Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/linear_regression_streaming.py>`_
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- `Multi-Process Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/linear_regression_spmd.py>`_
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Ridge Regression
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- `Single-Process Ridge Regression <https://github.com/IntelPython/daal4py/blob/master/examples/ridge_regression_batch.py>`_
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- `Streaming Ridge Regression <https://github.com/IntelPython/daal4py/blob/master/examples/ridge_regression_streaming.py>`_
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- `Multi-Process Ridge Regression <https://github.com/IntelPython/daal4py/blob/master/examples/ridge_regression_spmd.py>`_
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- `Single-Process Ridge Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/ridge_regression_batch.py>`_
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- `Streaming Ridge Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/ridge_regression_streaming.py>`_
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- `Multi-Process Ridge Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/ridge_regression_spmd.py>`_
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K-Means Clustering
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- `Single-Process K-Means <https://github.com/IntelPython/daal4py/blob/master/examples/kmeans_batch.py>`_
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- `Multi-Process K-Means <https://github.com/IntelPython/daal4py/blob/master/examples/kmeans_spmd.py>`_
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- `Single-Process K-Means <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/kmeans_batch.py>`_
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- `Multi-Process K-Means <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/kmeans_spmd.py>`_
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Multivariate Outlier Detection
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- `Single-Process Multivariate Outlier Detection <https://github.com/IntelPython/daal4py/blob/master/examples/multivariate_outlier_batch.py>`_
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- `Single-Process Multivariate Outlier Detection <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/multivariate_outlier_batch.py>`_
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Univariate Outlier Detection
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- `Single-Process Univariate Outlier Detection <https://github.com/IntelPython/daal4py/blob/master/examples/univariate_outlier_batch.py>`_
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- `Single-Process Univariate Outlier Detection <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/univariate_outlier_batch.py>`_
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Optimization Solvers-Mean Squared Error Algorithm (MSE)
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- `MSE In Adagrad <https://github.com/IntelPython/daal4py/blob/master/examples/adagrad_mse_batch.py>`_
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- `MSE In LBFGS <https://github.com/IntelPython/daal4py/blob/master/examples/lbfgs_mse_batch.py>`_
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- `MSE In SGD <https://github.com/IntelPython/daal4py/blob/master/examples/sgd_mse_batch.py>`_
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- `MSE In Adagrad <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/adagrad_mse_batch.py>`_
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- `MSE In LBFGS <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/lbfgs_mse_batch.py>`_
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- `MSE In SGD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/sgd_mse_batch.py>`_
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Logistic Loss
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- `Logistic Loss SGD <https://github.com/IntelPython/daal4py/blob/master/examples/sgd_logistic_loss_batch.py>`_
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- `Logistic Loss SGD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/sgd_logistic_loss_batch.py>`_
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Stochastic Gradient Descent Algorithm
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- `Stochastic Gradient Descent Algorithm Using Logistic Loss <https://github.com/IntelPython/daal4py/blob/master/examples/sgd_logistic_loss_batch.py>`_
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- `Stochastic Gradient Descent Algorithm Using Logistic Loss <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/sgd_logistic_loss_batch.py>`_
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- `Stochastic Gradient Descent Algorithm Using MSE <https://github.com/IntelPython/daal4py//blob/master/examples/sgd_mse_batch.py>`_
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Limited-Memory Broyden-Fletcher-Goldfarb-Shanno Algorithm
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- `Limited-Memory Broyden-Fletcher-Goldfarb-Shanno Algorithm - Using MSE <https://github.com/IntelPython/daal4py/blob/master/examples/lbfgs_mse_batch.py>`_
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- `Limited-Memory Broyden-Fletcher-Goldfarb-Shanno Algorithm - Using MSE <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/lbfgs_mse_batch.py>`_
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Adaptive Subgradient Method
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- `Adaptive Subgradient Method Using MSE <https://github.com/IntelPython/daal4py/blob/master/examples/adagrad_mse_batch.py>`_
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- `Adaptive Subgradient Method Using MSE <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/adagrad_mse_batch.py>`_
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Cosine Distance Matrix
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- `Single-Process Cosine Distance <https://github.com/IntelPython/daal4py/blob/master/examples/cosine_distance_batch.py>`_
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- `Single-Process Cosine Distance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/cosine_distance_batch.py>`_
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Correlation Distance Matrix
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- `Single-Process Correlation Distance <https://github.com/IntelPython/daal4py/blob/master/examples/correlation_distance_batch.py>`_
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- `Single-Process Correlation Distance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/correlation_distance_batch.py>`_
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Trees
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- `Decision Forest Regression <https://github.com/IntelPython/daal4py/blob/master/examples/decision_forest_regression_traverse_batch.py>`_
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- `Decision Forest Classification <https://github.com/IntelPython/daal4py/blob/master/examples/decision_forest_classification_traverse_batch.py>`_
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- `Decision Tree Regression <https://github.com/IntelPython/daal4py/blob/master/examples/decision_tree_regression_traverse_batch.py>`_
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- `Decision Tree Classification <https://github.com/IntelPython/daal4py/blob/master/examples/decision_tree_classification_traverse_batch.py>`_
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- `Gradient Boosted Trees Regression <https://github.com/IntelPython/daal4py/blob/master/examples/gradient_boosted_regression_traverse_batch.py>`_
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- `Gradient Boosted Trees Classification <https://github.com/IntelPython/daal4py/blob/master/examples/gradient_boosted_classification_traverse_batch.py>`_
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- `Decision Forest Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_forest_regression_traverse_batch.py>`_
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- `Decision Forest Classification <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_forest_classification_traverse_batch.py>`_
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- `Decision Tree Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_tree_regression_traverse_batch.py>`_
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- `Decision Tree Classification <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_tree_classification_traverse_batch.py>`_
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- `Gradient Boosted Trees Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/gradient_boosted_regression_traverse_batch.py>`_
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- `Gradient Boosted Trees Classification <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/gradient_boosted_classification_traverse_batch.py>`_

daal4py/_sources/scaling.rst.txt

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- PCA (pca)
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- `PCA <https://github.com/IntelPython/daal4py/blob/master/examples/pca_spmd.py>`_
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- `PCA <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/pca_spmd.py>`_
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- SVD (svd)
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- `SVD <https://github.com/IntelPython/daal4py/blob/master/examples/svd_spmd.py>`_
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- `SVD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svd_spmd.py>`_
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- Linear Regression Training (linear_regression_training)
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- `Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/linear_regression_spmd.py>`_
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- `Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/linear_regression_spmd.py>`_
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- Ridge Regression Training (ridge_regression_training)
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- `Ridge Regression <https://github.com/IntelPython/daal4py/blob/master/examples/ridge_regression_spmd.py>`_
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- `Ridge Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/ridge_regression_spmd.py>`_
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- Multinomial Naive Bayes Training (multinomial_naive_bayes_training)
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- `Naive Bayes <https://github.com/IntelPython/daal4py/blob/master/examples/naive_bayes_spmd.py>`_
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- `Naive Bayes <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/naive_bayes_spmd.py>`_
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- K-Means (kmeans_init and kmeans)
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- `K-Means <https://github.com/IntelPython/daal4py/blob/master/examples/kmeans_spmd.py>`_
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- `K-Means <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/kmeans_spmd.py>`_
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- Correlation and Variance-Covariance Matrices (covariance)
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- `Covariance <https://github.com/IntelPython/daal4py/blob/master/examples/covariance_spmd.py>`_
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- `Covariance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/covariance_spmd.py>`_
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- Moments of Low Order (low_order_moments)
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- `Low Order Moments <https://github.com/IntelPython/daal4py/blob/master/examples/low_order_moms_spmd.py>`_
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- `Low Order Moments <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/low_order_moms_spmd.py>`_
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- QR Decomposition (qr)
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- `QR <https://github.com/IntelPython/daal4py/blob/master/examples/qr_spmd.py>`_
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- `QR <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/qr_spmd.py>`_

daal4py/_sources/streaming.rst.txt

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The streaming algorithms also accept arrays and DataFrames as input, e.g. the
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`SVD reading stream of data <https://github.com/IntelPython/daal4py/blob/master/examples/stream.py>`_
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`SVD reading stream of data <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/stream.py>`_
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Supported Algorithms and Examples
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The following algorithms support streaming:
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- `SVD <https://github.com/IntelPython/daal4py/blob/master/examples/svd_streaming.py>`_
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- `SVD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svd_streaming.py>`_
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- Linear Regression Training (linear_regression_training)
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- `Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/linear_regression_streaming.py>`_
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- `Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/linear_regression_streaming.py>`_
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- `Ridge Regression <https://github.com/IntelPython/daal4py/blob/master/examples/ridge_regression_streaming.py>`_
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- `Ridge Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/ridge_regression_streaming.py>`_
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- `Naive Bayes <https://github.com/IntelPython/daal4py/blob/master/examples/naive_bayes_streaming.py>`_
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- `Naive Bayes <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/naive_bayes_streaming.py>`_
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- Moments of Low Order
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- `Low Order Moments <https://github.com/IntelPython/daal4py/blob/master/examples/low_order_moms_streaming.py>`_
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- `Low Order Moments <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/low_order_moms_streaming.py>`_

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