doc: IDZ links update (#1325)

Author: maria-Petrova

INSTALL.md

@@ -21,7 +21,7 @@
 Intel(R) Extension for Scikit-learn is available at the [Python Package Index](https://pypi.org/project/scikit-learn-intelex/),
 on Anaconda Cloud in [Conda-Forge channel](https://anaconda.org/conda-forge/scikit-learn-intelex) and in [Intel channel](https://anaconda.org/intel/scikit-learn-intelex). You can also build the extension from sources.
 
-The extension is also available as a part of [Intel® AI Analytics Toolkit](https://software.intel.com/content/www/us/en/develop/tools/oneapi/ai-analytics-toolkit.html) (AI Kit). If you already have AI Kit installed, you do not need to separately install the extension.
+The extension is also available as a part of [Intel® AI Analytics Toolkit](https://www.intel.com/content/www/us/en/developer/tools/oneapi/ai-analytics-toolkit.html) (AI Kit). If you already have AI Kit installed, you do not need to separately install the extension.
 
 ## Installation scenarios <!-- omit in toc -->
 

README.md

@@ -76,7 +76,7 @@ Configurations:
 Intel(R) Extension for Scikit-learn is available at the [Python Package Index](https://pypi.org/project/scikit-learn-intelex/),
 on Anaconda Cloud in [Conda-Forge channel](https://anaconda.org/conda-forge/scikit-learn-intelex) and in [Intel channel](https://anaconda.org/intel/scikit-learn-intelex). You can also build the extension from [sources](INSTALL.md#build-from-sources).
 
-The extension is also available as a part of [Intel® AI Analytics Toolkit](https://software.intel.com/content/www/us/en/develop/tools/oneapi/ai-analytics-toolkit.html) (AI Kit). If you already have AI Kit installed, you do not need to install the extension.
+The extension is also available as a part of [Intel® AI Analytics Toolkit](https://www.intel.com/content/www/us/en/developer/tools/oneapi/ai-analytics-toolkit.html) (AI Kit). If you already have AI Kit installed, you do not need to install the extension.
 
 Installation via `pip` package manager is recommended by default:
 
@@ -147,7 +147,7 @@ You may reach out to project maintainers privately at onedal.maintainers@intel.c
 
 ## oneAPI
 
-Intel(R) Extension for Scikit-learn is part of [oneAPI](https://oneapi.io) and [Intel® AI Analytics Toolkit](https://software.intel.com/content/www/us/en/develop/tools/oneapi/ai-analytics-toolkit.html) (AI Kit).
+Intel(R) Extension for Scikit-learn is part of [oneAPI](https://oneapi.io) and [Intel® AI Analytics Toolkit](https://www.intel.com/content/www/us/en/developer/tools/oneapi/ai-analytics-toolkit.html) (AI Kit).
 
 ## daal4py and oneDAL
 

daal4py/sklearn/tree/decision_tree.py

@@ -35,8 +35,7 @@ class DecisionTreeClassifier(BaseEstimator, ClassifierMixin):
     """
     Decision tree classifier powered by Intel(R) oneAPI Data Analytics Library.
 
-       https://software.intel.com/en-us/daal-programming-guide-decision-tree-2
-       https://software.intel.com/en-us/daal-programming-guide-batch-processing-50
+       https://www.intel.com/content/www/us/en/developer/tools/oneapi/onedal-documentation.html
 
     Parameters
     ----------
@@ -166,7 +165,7 @@ def fit(self, X, y, sample_weight=None, pruning_set=None):
             Fitted estimator.
 
 
-        [1] https://software.intel.com/en-us/daal-programming-guide-decision-tree-2
+        [1] https://www.intel.com/content/www/us/en/developer/tools/oneapi/onedal-documentation.html
         """
 
         if self.split_criterion not in ('gini', 'infoGain'):

doc/sources/installation.rst

@@ -26,7 +26,7 @@ on Anaconda Cloud in `Conda-Forge channel <https://anaconda.org/conda-forge/scik
 in `Intel channel <https://anaconda.org/intel/scikit-learn-intelex>`_.
 
 |intelex| is also available as a part of `Intel AI Analytics Toolkit
-<https://software.intel.com/content/www/us/en/develop/tools/oneapi/ai-analytics-toolkit.html#gs.3lkbv3>`_ (AI Kit).
+<https://www.intel.com/content/www/us/en/developer/tools/oneapi/ai-analytics-toolkit.html>`_ (AI Kit).
 If you already have AI Kit installed, you do not need to separately install the extension.
 
 You can also build the extension from :ref:`sources <build_from_sources>`.

doc/sources/oneapi-gpu.rst

@@ -30,7 +30,7 @@ Prerequisites
 -------------
 
 For execution on GPU, DPC++ compiler runtime and driver are required. Refer to `DPC++ system
-requirements <https://software.intel.com/content/www/us/en/develop/articles/intel-oneapi-dpcpp-system-requirements.html>`_ for details.
+requirements <https://www.intel.com/content/www/us/en/developer/articles/system-requirements/intel-oneapi-dpcpp-system-requirements.html>`_ for details.
 
 DPC++ compiler runtime can be installed either from PyPI or Anaconda: