Fixed format

Author: charnley

README.rst

@@ -2,9 +2,9 @@
 What
 ====
 
-`qmllib` is a Python/Fortran toolkit for representation of molecules and solids
+``qmllib`` is a Python/Fortran toolkit for representation of molecules and solids
 for machine learning of properties of molecules and solids. The library is not
-a high-level framework where you can do `model.train()`, but supplies the
+a high-level framework where you can do ``model.train()``, but supplies the
 building blocks to carry out efficient and accurate machine learning. As such,
 the goal is to provide usable and efficient implementations of concepts such as
 representations and kernels.
@@ -13,7 +13,7 @@ representations and kernels.
 QML or QMLLib?
 ====
 
-`qmllib` represents the core library functionality derived from the original
+``qmllib`` represents the core library functionality derived from the original
 QML package, providing a powerful toolkit for quantum machine learning
 applications, but without the high-level abstraction, for example SKLearn.