Github pages update for 2024.1 (#2710)

* Github pages update

Github pages update

* Github pages update

Github pages update

.buildinfo

@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 9e0576089f1959485e798cc457d38354
-tags: ecdfad4873649a72b4bd359271733676
+config: c0c897ee976368f1711d3a2e5209655a
+tags: 645f666f9bcd5a90fca523b33c5a78b7

_sources/api/algorithms/covariance/covariance.rst

@@ -59,11 +59,10 @@ Input
 ~~~~~
 .. onedal_class:: oneapi::dal::covariance::compute_input
 
-
 .. _covariance_c_api_result:
 
-Result
-~~~~~~
+Result and Finalize Result
+~~~~~~~~~~~~~~~~~~~~~~~~~~
 .. onedal_class:: oneapi::dal::covariance::compute_result
 
 Operation
@@ -76,4 +75,31 @@ Operation
    :param input: Input data for the computing operation
 
    Preconditions
-      | :expr:`input.data.is_empty == false`
+      | :expr:`input.data.is_empty == false`
+
+.. _covariance_p_api:
+
+Partial Training
+----------------
+.. _covariance_p_api_input:
+
+Partial Input
+~~~~~~~~~~~~~
+.. onedal_class:: oneapi::dal::covariance::partial_compute_input
+
+.. _covariance_p_api_result:
+
+Partial Result and Finalize Input
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+.. onedal_class:: oneapi::dal::covariance::partial_compute_result
+
+.. _covariance_f_api:
+
+Finalize Training
+-----------------
+
+-------------
+Usage Example
+-------------
+
+.. include:: ../../../includes/covariance/covariance-usage-examples.rst

_sources/api/algorithms/decomposition/pca.rst

@@ -38,6 +38,10 @@ All types and functions in this section are declared in the
 ``oneapi::dal::pca`` namespace and be available via inclusion of the
 ``oneapi/dal/algo/pca.hpp`` header file.
 
+Enum classes
+------------
+.. onedal_enumclass:: oneapi::dal::pca::normalization
+
 Descriptor
 ----------
 .. onedal_class:: oneapi::dal::pca::descriptor
@@ -54,7 +58,6 @@ Model
 -----
 .. onedal_class:: oneapi::dal::pca::model
 
-
 .. _pca_t_api:
 
 Training :cpp:expr:`train(...)`
@@ -65,11 +68,10 @@ Input
 ~~~~~
 .. onedal_class:: oneapi::dal::pca::train_input
 
-
 .. _pca_t_api_result:
 
-Result
-~~~~~~
+Result and Finalize Result
+~~~~~~~~~~~~~~~~~~~~~~~~~~
 .. onedal_class:: oneapi::dal::pca::train_result
 
 Operation
@@ -96,6 +98,27 @@ Operation
       | :expr:`result.model.eigenvectors.row_count == 1`
       | :expr:`result.model.eigenvectors.column_count == desc.component_count`
 
+.. _pca_p_api:
+
+Partial Training
+----------------
+.. _pca_p_api_input:
+
+Partial Input
+~~~~~~~~~~~~~
+.. onedal_class:: oneapi::dal::pca::partial_train_input
+
+.. _pca_p_api_result:
+
+Partial Result and Finalize Input
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+.. onedal_class:: oneapi::dal::pca::partial_train_result
+
+.. _pca_f_api:
+
+Finalize Training
+-----------------
+
 .. _pca_i_api:
 
 Inference :cpp:expr:`infer(...)`
@@ -106,7 +129,6 @@ Input
 ~~~~~
 .. onedal_class:: oneapi::dal::pca::infer_input
 
-
 .. _pca_i_api_result:
 
 Result

_sources/api/algorithms/index.rst

@@ -30,7 +30,10 @@ Refer to :ref:`Developer Guide <dg_algorithms>` for mathematical descriptions of
    ensembles/index.rst
    graph/index.rst
    kernel-functions/index.rst
+   logistic-regression/index.rst
+   linear-regression/index.rst
    nearest-neighbors/index.rst
+   optimizers/index.rst
    objective-function/index.rst
    pairwise-distances/index.rst
    statistics/index.rst

_sources/api/algorithms/linear-regression/index.rst

@@ -0,0 +1,26 @@
+.. ******************************************************************************
+.. * Copyright 2024 Intel Corporation
+.. *
+.. * Licensed under the Apache License, Version 2.0 (the "License");
+.. * you may not use this file except in compliance with the License.
+.. * You may obtain a copy of the License at
+.. *
+.. *     http://www.apache.org/licenses/LICENSE-2.0
+.. *
+.. * Unless required by applicable law or agreed to in writing, software
+.. * distributed under the License is distributed on an "AS IS" BASIS,
+.. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+.. * See the License for the specific language governing permissions and
+.. * limitations under the License.
+.. *******************************************************************************/
+
+=================
+Linear Regression
+=================
+
+This chapter describes programming interfaces of the Linear Regression algorithm implemented in |short_name|:
+
+.. toctree::
+   :titlesonly:
+
+   linear-regression.rst

_sources/api/algorithms/linear-regression/linear-regression.rst

@@ -0,0 +1,105 @@
+.. ******************************************************************************
+.. * Copyright 2024 Intel Corporation
+.. *
+.. * Licensed under the Apache License, Version 2.0 (the "License");
+.. * you may not use this file except in compliance with the License.
+.. * You may obtain a copy of the License at
+.. *
+.. *     http://www.apache.org/licenses/LICENSE-2.0
+.. *
+.. * Unless required by applicable law or agreed to in writing, software
+.. * distributed under the License is distributed on an "AS IS" BASIS,
+.. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+.. * See the License for the specific language governing permissions and
+.. * limitations under the License.
+.. *******************************************************************************/
+
+.. highlight:: cpp
+.. default-domain:: cpp
+
+.. _api_linear-regression:
+
+=================
+Linear Regression
+=================
+
+.. include::  ../../../includes/linear-regression/linear-regression-introduction.rst
+
+------------------------
+Mathematical Formulation
+------------------------
+
+Refer to :ref:`Developer Guide: Linear Regression <alg_linear-regression>`.
+
+---------------------
+Programming Interface
+---------------------
+
+All types and functions from this section are declared in the
+``oneapi::dal::linear_regression`` namespace and available by including the
+``oneapi/dal/algo/linear_regression.hpp`` header file.
+
+Descriptor
+----------
+.. onedal_class:: oneapi::dal::linear_regression::descriptor
+
+Method Tags
+~~~~~~~~~~~
+.. onedal_tags_namespace:: oneapi::dal::linear_regression::method
+
+Task Tags
+~~~~~~~~~
+.. onedal_tags_namespace:: oneapi::dal::linear_regression::task
+
+.. _linreg_t_api:
+
+Training
+--------
+.. _linreg_t_api_input:
+
+Input
+~~~~~
+.. onedal_class:: oneapi::dal::linear_regression::train_input
+
+.. _linreg_t_api_result:
+
+Result and Finalize Result
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+.. onedal_class:: oneapi::dal::linear_regression::train_result
+
+.. _linreg_p_api:
+
+Partial Training
+----------------
+.. _linreg_p_api_input:
+
+Partial Input
+~~~~~~~~~~~~~
+.. onedal_class:: oneapi::dal::linear_regression::partial_train_input
+
+.. _linreg_p_api_result:
+
+Partial Result and Finalize Input
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+.. onedal_class:: oneapi::dal::linear_regression::partial_train_result
+
+.. _linreg_f_api:
+
+Finalize Training
+-----------------
+
+.. _linreg_i_api:
+
+Inference
+---------
+.. _linreg_i_api_input:
+
+Input
+~~~~~
+.. onedal_class:: oneapi::dal::linear_regression::infer_input
+
+.. _linreg_i_api_result:
+
+Result
+~~~~~~
+.. onedal_class:: oneapi::dal::linear_regression::infer_result

_sources/api/algorithms/logistic-regression/index.rst

@@ -0,0 +1,26 @@
+.. ******************************************************************************
+.. * Copyright 2023 Intel Corporation
+.. *
+.. * Licensed under the Apache License, Version 2.0 (the "License");
+.. * you may not use this file except in compliance with the License.
+.. * You may obtain a copy of the License at
+.. *
+.. *     http://www.apache.org/licenses/LICENSE-2.0
+.. *
+.. * Unless required by applicable law or agreed to in writing, software
+.. * distributed under the License is distributed on an "AS IS" BASIS,
+.. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+.. * See the License for the specific language governing permissions and
+.. * limitations under the License.
+.. *******************************************************************************/
+
+===================
+Logistic Regression
+===================
+
+This chapter describes programming interfaces of the Logistic Regression algorithm implemented in |short_name|.
+
+.. toctree::
+   :titlesonly:
+
+   logistic-regression.rst