Fix typos and update infos

NEWS.txt

@@ -6,7 +6,7 @@ Release Notes
 Theano 1.0.1 (1st of December, 2017)
 ====================================
 
-This is a release of Theano, version ``1.0.1``, with important bug fixes.
+This is a maintenance release of Theano, version ``1.0.1``, with no new features, but some important bug fixes.
 
 We recommend that everybody update to this version.
 
@@ -18,8 +18,8 @@ Highlights (since 1.0.0):
 
  - Fixed cuDNN reductions when axes to reduce have size ``1``
  - Attempted to prevent re-initialization of the GPU in a child process
- - Fixed support for temporar paths with spaces in Theano initialization
- - Whole spell checking
+ - Fixed support for temporary paths with spaces in Theano initialization
+ - Spell check pass on the documentation
 
 A total of 6 people contributed to this release since ``1.0.0``:
 

doc/introduction.txt

@@ -165,9 +165,10 @@ Note: There is no short term plan to support multi-node computation.
 Theano Vision State
 ===================
 
-Here is the state of that vision as of December 1st, 2017 (after Theano 1.0.1):
+Here is the state of that vision as of November 15th, 2017 (after Theano 1.0.0):
 
-* `MILA will stop developing Theano. <https://groups.google.com/d/msg/theano-users/7Poq8BZutbY/rNCIfvAEAwAJ>`_
+* `MILA will stop developing Theano. <https://groups.google.com/d/msg/theano-users/7Poq8BZutbY/rNCIfvAEAwAJ>`_.
+  We will provide support for one year, starting from ``1.0`` release (November 15th, 2017 to November 15th, 2018).
 * We support tensors using the `numpy.ndarray` object and we support many operations on them.
 * We support sparse types by using the `scipy.{csc,csr,bsr}_matrix` object and support some operations on them.
 * We have implementing/wrapping more advanced linear algebra operations. Still more possible.