Upate links to daal4py examples (#1)

Author: outoftardis

daal4py/_sources/algorithms.rst.txt

@@ -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>`_

daal4py/_sources/examples.rst.txt

@@ -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>`_

daal4py/_sources/scaling.rst.txt

@@ -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>`_