Update changed links in documentation (pytorch#543)

Summary: Pull Request resolved: pytorch#543 Fixes pytorch#540 Test Plan: Imported from OSS Reviewed By: ejguan Differential Revision: D37394420 Pulled By: NivekT fbshipit-source-id: 6a29514885d64868956fa8c24cde958db1461b6b
ejguan · Jun 24, 2022 · 75f31dc · 75f31dc
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diff --git 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
@@ -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