DOC Add scikit-learn-intelex to related projects (scikit-learn#23766)

MaxHalford · adrinjalali · thomasjpfan · jeremiedbb · commit 9d055a4d4ced · 2023-03-07T16:45:57.000+01:00
Co-authored-by: Adrin Jalali &lt;adrin.jalali@gmail.com&gt;
Co-authored-by: Thomas J. Fan &lt;thomasjpfan@gmail.com&gt;
diff --git a/doc/related_projects.rst b/doc/related_projects.rst
@@ -140,6 +140,17 @@ enhance the functionality of scikit-learn's estimators.
 - `treelite <https://treelite.readthedocs.io>`_
   Compiles tree-based ensemble models into C code for minimizing prediction
   latency.
+  
+**Model throughput**
+
+- `Intel(R) Extension for scikit-learn <https://github.com/intel/scikit-learn-intelex>`_
+  Mostly on high end Intel(R) hardware, accelerates some scikit-learn models
+  for both training and inference under certain circumstances. This project is
+  maintained by Intel(R) and scikit-learn's maintainers are not involved in the
+  development of this project. Also note that in some cases using the tools and
+  estimators under ``scikit-learn-intelex`` would give different results than
+  ``scikit-learn`` itself. If you encounter issues while using this project,
+  make sure you report potential issues in their respective repositories.
 
 
 Other estimators and tasks
