kev-inn commented on a change in pull request #874: Add SystemDSContext for 
systemds operations
URL: https://github.com/apache/systemml/pull/874#discussion_r406406144
 
 

 ##########
 File path: src/main/python/docs/source/matrix.rst
 ##########
 @@ -49,13 +66,18 @@ Matrix
 ------
 
 A ``Matrix`` is represented either by an ``OperationNode``, or the derived 
class ``Matrix``.
-An Matrix can recognized it by checking the ``output_type`` of the object.
+An Matrix can be recognized it by checking the ``output_type`` of the object.
 
 Matrices are the most fundamental objects we operate on.
-If one generate the matrix in SystemDS directly via a function call,
-it can be used in an function which will generate an ``OperationNode`` e.g. 
``federated``, ``full``, ``seq``.
 
-If we want to work on an numpy array we need to use the class ``Matrix``.
+Although we can generate matrices with the function calls or object 
construction specified below,
+the recommended way is to use the methods defined on ``SystemDSContext``.
+
+If we can generate the matrix in SystemDS directly via a function call,
+an python function exists which will generate an ``OperationNode`` e.g. 
``federated``, ``full``, ``seq``,
+representing the SystemDS operation.
+
+If we want to work on an numpy array or want to read a matrix from a file, we 
need to use the class ``Matrix``.
 
 Review comment:
   We have examples in `simple_examples.rst`, I planned for `matrix.rst` to be 
a pretty basic API overview and write more detailed guides in other files.

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