Update the online doc about max, min,... function.

Finished square diagonal op

Check blas improvements

docstrings for the pinv op

Improved overall presentation

Fix subtensor merge

The formula for getting an element from an index in a reversed sequence
was wrong.

- Simplify and move test case for the bug reported by Razvan
- Add more general test of merging tensor[slice][index]

I think it is a bit more clearer as documentation compared to the text I've
wrote.

Scan revert fix

The problem was that CudaNdarrays would not allow you to zero some part of
them. My fix was to allocate a ndarray and have then the CudaNdarray setitem
to copy that memory on the card. Fred fixed the bug on the CudaNdarray side
though so this fix (which is suboptimal) is not needed anymore.

Sandbox pseudo-inverse

transpose method and tests

Fix tests sandbox scan

There are two things to wait for :
 1) Fix bugs in sandbox scan
 2) Add more restriction to scan which would simplify this test