A difference in notation
For networks with multiple hidden
layers Bishop uses an explicit
extra index to denote the layer.
The lecture notes use a simpler
notation in which the typical index
is used to denote the layer
implicitly.
y is used for the output of a unit in
any layer
x is the summed input to a unit  in
any layer
The index indicates which layer a
unit is in.