Cosmetic changes.

doc/basic_tutorial/adding.txt

+.. _adding:
 
 ========================================
 Baby steps - Adding two numbers together
@@ -28,7 +29,7 @@ Let's break this down into several steps. The first step is to define
 two symbols, or Variables, representing the quantities that you want
 to add. Note that from now on, we will use the term :term:`Variable`
 to mean "symbol" (in other words, ``x``, ``y``, ``z`` are all Variable
-objects). The output of the function ``f`` is a :api:`numpy.ndarray`
+objects). The output of the function ``f`` is a ``numpy.ndarray``
 with zero dimensions.
 
 If you are following along and typing into an interpreter, you may have

doc/install.txt

@@ -40,7 +40,7 @@ The following libraries and software are optional:
         Used to build documentation. latex and dvipng
         are also necessary for math to show up as images.
     `mercurial <http://www.selenic.com/mercurial/>`_
-        To download bleeding-edge 
+        To download bleeding-edge version of Theano.
 
 
 Easy install
@@ -57,7 +57,7 @@ Manual install
 --------------
 
 To install the latest release of Theano from source, visit the `downloads
-<http://pylearn.org/theano/downloads/>` page and download the release you
+<http://pylearn.org/theano/downloads/>`_ page and download the release you
 want. Unpack the release, and type:
 
 .. code-block:: bash
@@ -146,7 +146,7 @@ Generating the documentation
 You can read the latest HTML documentation `here
 <http://pylearn.org/theano/contents.html>`__.
 You can download the latest PDF documentation `here
-<http://pylearn.org/theano/theano.pdf`__.
+<http://pylearn.org/theano/theano.pdf>`__.
 
 We recommend you look at the documentation on the website, since it
 will be more current than the documentation included with the package.

doc/introduction.txt

@@ -43,7 +43,7 @@ Theano was written at the LISA_ lab to support the development of
 efficient machine learning algorithms while minimizing human time. We
 use it especially in gradient-based learning techniques.  Theano is
 named after the `Greek mathematician`_, who may have been Pythagoras'
-wife.  Theano is released under a BSD license (:ref:`link <license>`)
+wife.  Theano is released under a BSD license (:ref:`link <license>`).
 
 
 Sneak peek