Baunsgaard commented on a change in pull request #1061:
URL: https://github.com/apache/systemds/pull/1061#discussion_r493416856



##########
File path: src/main/python/docs/source/guide/algorithms.rst
##########
@@ -26,18 +26,176 @@ Prerequisite:
 
 - :doc:`/getting_started/install`
 
+This example goes through an algorithm from the list of builtin algorithms 
that can be applied to a dataset.
+For simplicity the dataset used for this is `MNist 
<http://yann.lecun.com/exdb/mnist/>`_,
+since it is commonly known and explored.
+
+If one want to skip the explanation then the full script is available in to 
bottom of this page.
 
 Step 1: Get Dataset
 -------------------
 
-TODO
+Systemds provide builtin for downloading and setup of the mnist dataset.
+To setup this simply use::
 
-Step 2: Train model
--------------------
+    from systemds.examples.tutorials.mnist import DataManager
+    d = DataManager()
+    X = d.get_train_data()

Review comment:
       Should be fixed, The issue is that the mkdir method does not create 
nester folders, i replaced it with mkdirs.




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