Spacing and capitalization.

EMAIL.txt

@@ -45,16 +45,16 @@ multi-dimensional arrays. It is built on top of NumPy. Theano
 features:
 
  * tight integration with NumPy: a similar interface to NumPy's.
-  numpy.ndarrays are also used internally in Theano-compiled functions.
+   numpy.ndarrays are also used internally in Theano-compiled functions.
  * transparent use of a GPU: perform data-intensive computations up to
-  140x faster than on a CPU (support for float32 only).
+   140x faster than on a CPU (support for float32 only).
  * efficient symbolic differentiation: Theano can compute derivatives
-  for functions of one or many inputs.
+   for functions of one or many inputs.
  * speed and stability optimizations: avoid nasty bugs when computing
-  expressions such as log(1+ exp(x) ) for large values of x.
+   expressions such as log(1+ exp(x)) for large values of x.
  * dynamic C code generation: evaluate expressions faster.
  * extensive unit-testing and self-verification: includes tools for
-  detecting and diagnosing bugs and/or potential problems.
+   detecting and diagnosing bugs and/or potential problems.
 
 Theano has been powering large-scale computationally intensive
 scientific research since 2007, but it is also approachable
@@ -71,7 +71,7 @@ About NumPy:
 
 http://numpy.scipy.org/
 
-About Scipy:
+About SciPy:
 
 http://www.scipy.org/