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Update links to daal4py examples #1

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150 changes: 75 additions & 75 deletions daal4py/_sources/algorithms.rst.txt
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102 changes: 51 additions & 51 deletions daal4py/_sources/examples.rst.txt
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Expand Up @@ -9,148 +9,148 @@ Data Science examples

Jupyter Notebooks

- `Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/daal4py_data_science.ipynb>`_
- `Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/daal4py_data_science.ipynb>`_

General usage
-------------

Principal Component Analysis (PCA) Transform

- `Single-Process PCA <https://github.com/IntelPython/daal4py/blob/master/examples/pca_batch.py>`_
- `Multi-Process PCA <https://github.com/IntelPython/daal4py/blob/master/examples/pca_spmd.py>`_
- `Single-Process PCA <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/pca_batch.py>`_
- `Multi-Process PCA <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/pca_spmd.py>`_

Singular Value Decomposition (SVD)

- `Single-Process PCA Transform <https://github.com/IntelPython/daal4py/blob/master/examples/pca_transform_batch.py>`_
- `Single-Process PCA Transform <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/pca_transform_batch.py>`_

- `Single-Process SVD <https://github.com/IntelPython/daal4py/blob/master/examples/svd_batch.py>`_
- `Streaming SVD <https://github.com/IntelPython/daal4py/blob/master/examples/svd_streaming.py>`_
- `Multi-Process SVD <https://github.com/IntelPython/daal4py/blob/master/examples/svd_spmd.py>`_
- `Single-Process SVD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svd_batch.py>`_
- `Streaming SVD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svd_streaming.py>`_
- `Multi-Process SVD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svd_spmd.py>`_

Moments of Low Order

- `Single-Process Low Order Moments <https://github.com/IntelPython/daal4py/blob/master/examples/low_order_moms_dense_batch.py>`_
- `Streaming Low Order Moments <https://github.com/IntelPython/daal4py/blob/master/examples/low_order_moms_dense_streaming.py>`_
- `Multi-Process Low Order Moments <https://github.com/IntelPython/daal4py/blob/master/examples/low_order_moms_spmd.py>`_
- `Single-Process Low Order Moments <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/low_order_moms_dense_batch.py>`_
- `Streaming Low Order Moments <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/low_order_moms_dense_streaming.py>`_
- `Multi-Process Low Order Moments <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/low_order_moms_spmd.py>`_

Correlation and Variance-Covariance Matrices

- `Single-Process Covariance <https://github.com/IntelPython/daal4py/blob/master/examples/covariance_batch.py>`_
- `Streaming Covariance <https://github.com/IntelPython/daal4py/blob/master/examples/covariance_streaming.py>`_
- `Multi-Process Covariance <https://github.com/IntelPython/daal4py/blob/master/examples/covariance_spmd.py>`_
- `Single-Process Covariance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/covariance_batch.py>`_
- `Streaming Covariance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/covariance_streaming.py>`_
- `Multi-Process Covariance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/covariance_spmd.py>`_

Decision Forest Classification

- `Single-Process Decision Forest Classification
<https://github.com/IntelPython/daal4py/blob/master/examples/decision_forest_classification_batch.py>`_
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_forest_classification_batch.py>`_

Decision Tree Classification

- `Single-Process Decision Tree Classification
<https://github.com/IntelPython/daal4py/blob/master/examples/decision_tree_classification_batch.py>`_
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_tree_classification_batch.py>`_

Gradient Boosted Classification

- `Single-Process Gradient Boosted Classification
<https://github.com/IntelPython/daal4py/blob/master/examples/gradient_boosted_classification_batch.py>`_
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/gradient_boosted_classification_batch.py>`_

k-Nearest Neighbors (kNN)

- `Single-Process kNN
<https://github.com/IntelPython/daal4py/blob/master/examples/kdtree_knn_classification_batch.py>`_
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/kdtree_knn_classification_batch.py>`_

Multinomial Naive Bayes

- `Single-Process Naive Bayes <https://github.com/IntelPython/daal4py/blob/master/examples/naive_bayes_batch.py>`_
- `Streaming Naive Bayes <https://github.com/IntelPython/daal4py/blob/master/examples/naive_bayes_streaming.py>`_
- `Multi-Process Naive Bayes <https://github.com/IntelPython/daal4py/blob/master/examples/naive_bayes_spmd.py>`_
- `Single-Process Naive Bayes <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/naive_bayes_batch.py>`_
- `Streaming Naive Bayes <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/naive_bayes_streaming.py>`_
- `Multi-Process Naive Bayes <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/naive_bayes_spmd.py>`_

Support Vector Machine (SVM)

- `Single-Process SVM
<https://github.com/IntelPython/daal4py/blob/master/examples/svm_batch.py>`_
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svm_batch.py>`_

Logistic Regression

- `Single-Process Binary Class Logistic Regression
<https://github.com/IntelPython/daal4py/blob/master/examples/log_reg_binary_dense_batch.py>`_
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/log_reg_binary_dense_batch.py>`_
- `Single-Process Logistic Regression
<https://github.com/IntelPython/daal4py/blob/master/examples/log_reg_dense_batch.py>`_
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/log_reg_dense_batch.py>`_

Decision Forest Regression

- `Single-Process Decision Forest Regression
<https://github.com/IntelPython/daal4py/blob/master/examples/decision_forest_regression_batch.py>`_
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_forest_regression_batch.py>`_

- `Single-Process Decision Tree Regression
<https://github.com/IntelPython/daal4py/blob/master/examples/decision_tree_regression_batch.py>`_
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_tree_regression_batch.py>`_

Gradient Boosted Regression

- `Single-Process Boosted Regression
<https://github.com/IntelPython/daal4py/blob/master/examples/gradient_boosted_regression_batch.py>`_
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/gradient_boosted_regression_batch.py>`_

Linear Regression

- `Single-Process Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/linear_regression_batch.py>`_
- `Streaming Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/linear_regression_streaming.py>`_
- `Multi-Process Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/linear_regression_spmd.py>`_
- `Single-Process Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/linear_regression_batch.py>`_
- `Streaming Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/linear_regression_streaming.py>`_
- `Multi-Process Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/linear_regression_spmd.py>`_

Ridge Regression

- `Single-Process Ridge Regression <https://github.com/IntelPython/daal4py/blob/master/examples/ridge_regression_batch.py>`_
- `Streaming Ridge Regression <https://github.com/IntelPython/daal4py/blob/master/examples/ridge_regression_streaming.py>`_
- `Multi-Process Ridge Regression <https://github.com/IntelPython/daal4py/blob/master/examples/ridge_regression_spmd.py>`_
- `Single-Process Ridge Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/ridge_regression_batch.py>`_
- `Streaming Ridge Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/ridge_regression_streaming.py>`_
- `Multi-Process Ridge Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/ridge_regression_spmd.py>`_

K-Means Clustering

- `Single-Process K-Means <https://github.com/IntelPython/daal4py/blob/master/examples/kmeans_batch.py>`_
- `Multi-Process K-Means <https://github.com/IntelPython/daal4py/blob/master/examples/kmeans_spmd.py>`_
- `Single-Process K-Means <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/kmeans_batch.py>`_
- `Multi-Process K-Means <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/kmeans_spmd.py>`_

Multivariate Outlier Detection

- `Single-Process Multivariate Outlier Detection <https://github.com/IntelPython/daal4py/blob/master/examples/multivariate_outlier_batch.py>`_
- `Single-Process Multivariate Outlier Detection <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/multivariate_outlier_batch.py>`_

Univariate Outlier Detection

- `Single-Process Univariate Outlier Detection <https://github.com/IntelPython/daal4py/blob/master/examples/univariate_outlier_batch.py>`_
- `Single-Process Univariate Outlier Detection <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/univariate_outlier_batch.py>`_

Optimization Solvers-Mean Squared Error Algorithm (MSE)

- `MSE In Adagrad <https://github.com/IntelPython/daal4py/blob/master/examples/adagrad_mse_batch.py>`_
- `MSE In LBFGS <https://github.com/IntelPython/daal4py/blob/master/examples/lbfgs_mse_batch.py>`_
- `MSE In SGD <https://github.com/IntelPython/daal4py/blob/master/examples/sgd_mse_batch.py>`_
- `MSE In Adagrad <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/adagrad_mse_batch.py>`_
- `MSE In LBFGS <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/lbfgs_mse_batch.py>`_
- `MSE In SGD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/sgd_mse_batch.py>`_

Logistic Loss

- `Logistic Loss SGD <https://github.com/IntelPython/daal4py/blob/master/examples/sgd_logistic_loss_batch.py>`_
- `Logistic Loss SGD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/sgd_logistic_loss_batch.py>`_

Stochastic Gradient Descent Algorithm

- `Stochastic Gradient Descent Algorithm Using Logistic Loss <https://github.com/IntelPython/daal4py/blob/master/examples/sgd_logistic_loss_batch.py>`_
- `Stochastic Gradient Descent Algorithm Using Logistic Loss <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/sgd_logistic_loss_batch.py>`_
- `Stochastic Gradient Descent Algorithm Using MSE <https://github.com/IntelPython/daal4py//blob/master/examples/sgd_mse_batch.py>`_

Limited-Memory Broyden-Fletcher-Goldfarb-Shanno Algorithm

- `Limited-Memory Broyden-Fletcher-Goldfarb-Shanno Algorithm - Using MSE <https://github.com/IntelPython/daal4py/blob/master/examples/lbfgs_mse_batch.py>`_
- `Limited-Memory Broyden-Fletcher-Goldfarb-Shanno Algorithm - Using MSE <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/lbfgs_mse_batch.py>`_

Adaptive Subgradient Method

- `Adaptive Subgradient Method Using MSE <https://github.com/IntelPython/daal4py/blob/master/examples/adagrad_mse_batch.py>`_
- `Adaptive Subgradient Method Using MSE <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/adagrad_mse_batch.py>`_

Cosine Distance Matrix

- `Single-Process Cosine Distance <https://github.com/IntelPython/daal4py/blob/master/examples/cosine_distance_batch.py>`_
- `Single-Process Cosine Distance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/cosine_distance_batch.py>`_

Correlation Distance Matrix

- `Single-Process Correlation Distance <https://github.com/IntelPython/daal4py/blob/master/examples/correlation_distance_batch.py>`_
- `Single-Process Correlation Distance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/correlation_distance_batch.py>`_

Trees

- `Decision Forest Regression <https://github.com/IntelPython/daal4py/blob/master/examples/decision_forest_regression_traverse_batch.py>`_
- `Decision Forest Classification <https://github.com/IntelPython/daal4py/blob/master/examples/decision_forest_classification_traverse_batch.py>`_
- `Decision Tree Regression <https://github.com/IntelPython/daal4py/blob/master/examples/decision_tree_regression_traverse_batch.py>`_
- `Decision Tree Classification <https://github.com/IntelPython/daal4py/blob/master/examples/decision_tree_classification_traverse_batch.py>`_
- `Gradient Boosted Trees Regression <https://github.com/IntelPython/daal4py/blob/master/examples/gradient_boosted_regression_traverse_batch.py>`_
- `Gradient Boosted Trees Classification <https://github.com/IntelPython/daal4py/blob/master/examples/gradient_boosted_classification_traverse_batch.py>`_
- `Decision Forest Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_forest_regression_traverse_batch.py>`_
- `Decision Forest Classification <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_forest_classification_traverse_batch.py>`_
- `Decision Tree Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_tree_regression_traverse_batch.py>`_
- `Decision Tree Classification <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/decision_tree_classification_traverse_batch.py>`_
- `Gradient Boosted Trees Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/gradient_boosted_regression_traverse_batch.py>`_
- `Gradient Boosted Trees Classification <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/gradient_boosted_classification_traverse_batch.py>`_
18 changes: 9 additions & 9 deletions daal4py/_sources/scaling.rst.txt
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Expand Up @@ -57,36 +57,36 @@ The following algorithms support distribution:

- PCA (pca)

- `PCA <https://github.com/IntelPython/daal4py/blob/master/examples/pca_spmd.py>`_
- `PCA <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/pca_spmd.py>`_

- SVD (svd)

- `SVD <https://github.com/IntelPython/daal4py/blob/master/examples/svd_spmd.py>`_
- `SVD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svd_spmd.py>`_

- Linear Regression Training (linear_regression_training)

- `Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/linear_regression_spmd.py>`_
- `Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/linear_regression_spmd.py>`_

- Ridge Regression Training (ridge_regression_training)

- `Ridge Regression <https://github.com/IntelPython/daal4py/blob/master/examples/ridge_regression_spmd.py>`_
- `Ridge Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/ridge_regression_spmd.py>`_

- Multinomial Naive Bayes Training (multinomial_naive_bayes_training)

- `Naive Bayes <https://github.com/IntelPython/daal4py/blob/master/examples/naive_bayes_spmd.py>`_
- `Naive Bayes <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/naive_bayes_spmd.py>`_

- K-Means (kmeans_init and kmeans)

- `K-Means <https://github.com/IntelPython/daal4py/blob/master/examples/kmeans_spmd.py>`_
- `K-Means <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/kmeans_spmd.py>`_

- Correlation and Variance-Covariance Matrices (covariance)

- `Covariance <https://github.com/IntelPython/daal4py/blob/master/examples/covariance_spmd.py>`_
- `Covariance <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/covariance_spmd.py>`_

- Moments of Low Order (low_order_moments)

- `Low Order Moments <https://github.com/IntelPython/daal4py/blob/master/examples/low_order_moms_spmd.py>`_
- `Low Order Moments <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/low_order_moms_spmd.py>`_

- QR Decomposition (qr)

- `QR <https://github.com/IntelPython/daal4py/blob/master/examples/qr_spmd.py>`_
- `QR <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/qr_spmd.py>`_
12 changes: 6 additions & 6 deletions daal4py/_sources/streaming.rst.txt
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Expand Up @@ -29,28 +29,28 @@ daal4py's streaming mode is as easy as follows:
The streaming algorithms also accept arrays and DataFrames as input, e.g. the
data can come from a stream rather than from multiple files. Here is an example
which simulates a data stream using a generator which reads a file in chunks:
`SVD reading stream of data <https://github.com/IntelPython/daal4py/blob/master/examples/stream.py>`_
`SVD reading stream of data <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/stream.py>`_

Supported Algorithms and Examples
---------------------------------
The following algorithms support streaming:

- SVD (svd)

- `SVD <https://github.com/IntelPython/daal4py/blob/master/examples/svd_streaming.py>`_
- `SVD <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/svd_streaming.py>`_

- Linear Regression Training (linear_regression_training)

- `Linear Regression <https://github.com/IntelPython/daal4py/blob/master/examples/linear_regression_streaming.py>`_
- `Linear Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/linear_regression_streaming.py>`_

- Ridge Regression Training (ridge_regression_training)

- `Ridge Regression <https://github.com/IntelPython/daal4py/blob/master/examples/ridge_regression_streaming.py>`_
- `Ridge Regression <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/ridge_regression_streaming.py>`_

- Multinomial Naive Bayes Training (multinomial_naive_bayes_training)

- `Naive Bayes <https://github.com/IntelPython/daal4py/blob/master/examples/naive_bayes_streaming.py>`_
- `Naive Bayes <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/naive_bayes_streaming.py>`_

- Moments of Low Order

- `Low Order Moments <https://github.com/IntelPython/daal4py/blob/master/examples/low_order_moms_streaming.py>`_
- `Low Order Moments <https://github.com/intel/scikit-learn-intelex/tree/master/examples/daal4py/low_order_moms_streaming.py>`_
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