diff --git a/docs/GPU-Windows.rst b/docs/GPU-Windows.rst
index aa1cb2036f4e..36e657e5801b 100644
--- a/docs/GPU-Windows.rst
+++ b/docs/GPU-Windows.rst
@@ -602,9 +602,9 @@ And open an issue in GitHub `here`_ with that log.
 
 .. _Boost: https://www.boost.org/users/history/
 
-.. _Prebuilt Boost x86_64: https://www.rpmfind.net/linux/fedora/linux/releases/36/Everything/x86_64/os/Packages/m/mingw64-boost-static-1.75.0-6.fc36.noarch.rpm
+.. _Prebuilt Boost x86_64: https://www.rpmfind.net/linux/fedora/linux/releases/38/Everything/x86_64/os/Packages/m/mingw64-boost-static-1.78.0-4.fc38.noarch.rpm
 
-.. _Prebuilt Boost i686: https://www.rpmfind.net/linux/fedora/linux/releases/36/Everything/x86_64/os/Packages/m/mingw32-boost-static-1.75.0-6.fc36.noarch.rpm
+.. _Prebuilt Boost i686: https://www.rpmfind.net/linux/fedora/linux/releases/38/Everything/x86_64/os/Packages/m/mingw32-boost-static-1.78.0-4.fc38.noarch.rpm
 
 .. _7zip: https://www.7-zip.org/download.html
 
diff --git a/docs/Parallel-Learning-Guide.rst b/docs/Parallel-Learning-Guide.rst
index 438fd3f9ee0c..e1857034e499 100644
--- a/docs/Parallel-Learning-Guide.rst
+++ b/docs/Parallel-Learning-Guide.rst
@@ -514,7 +514,7 @@ See `the mars documentation`_ for usage examples.
 
 .. _SynapseML: https://aka.ms/spark
 
-.. _this SynapseML example: https://github.com/microsoft/SynapseML/blob/master/notebooks/features/lightgbm/LightGBM%20-%20Overview.ipynb
+.. _this SynapseML example: https://github.com/microsoft/SynapseML/tree/master/docs/Explore%20Algorithms/LightGBM
 
 .. _the Dask Array documentation: https://docs.dask.org/en/latest/array.html