diff --git a/docs/source/examples.rst b/docs/source/examples.rst
index 5385f4c0d..2493fab78 100644
--- a/docs/source/examples.rst
+++ b/docs/source/examples.rst
@@ -56,13 +56,13 @@ Vision
 
 Caltech 101
 ^^^^^^^^^^^^^^^^^^^^^^^^^^
-The `Caltech 101 dataset <http://www.vision.caltech.edu/Image_Datasets/Caltech101/>`_ contains pictures of objects
+The `Caltech 101 dataset <https://data.caltech.edu/records/20086>`_ contains pictures of objects
 belonging to 101 categories. Here is the
 `DataPipe implementation of Caltech 101 <https://github.com/pytorch/data/blob/main/examples/vision/caltech101.py>`_.
 
 Caltech 256
 ^^^^^^^^^^^^^^^^^^^^^^^^^^
-The `Caltech 256 dataset <http://www.vision.caltech.edu/Image_Datasets/Caltech256/>`_ contains 30607 images
+The `Caltech 256 dataset <https://data.caltech.edu/records/20087>`_ contains 30607 images
 from 256 categories. Here is the
 `DataPipe implementation of Caltech 256 <https://github.com/pytorch/data/blob/main/examples/vision/caltech256.py>`_.
 
diff --git a/docs/source/tutorial.rst b/docs/source/tutorial.rst
index e049aa0d2..41ac55e9e 100644
--- a/docs/source/tutorial.rst
+++ b/docs/source/tutorial.rst
@@ -171,7 +171,7 @@ Note:
   operations such as decoding, in order to avoid repeating these expensive operations across worker/distributed processes.
 
 
-You can find more DataPipe implementation examples for various research domains `on this page <torchexamples.html>`_.
+You can find more DataPipe implementation examples for various research domains `on this page <examples.html>`_.
 
 
 Implementing a Custom DataPipe