[x] Unclear sentence: "The problem is to find the size of a that minimizes the cost of maintaining that item in an inventory". In the book I rephrased it as "The problem consists of finding the order quantity that minimizes the cost of maintaining a specific item in inventory"
[x] Typo: "given given"
[x] Typo: "where $x$ is the...?"
[x] Typo: "is define"
[x] Unclear sentence "As the following diagrams the solution to this optimization problem."
[x] Remove label/description on top of the 2nd figure (but maybe only when @gromicho gets here with figure regeneration)
[x] Typo: "...the hyperbola described by the constraint $x y \leq 1$" should be $x y \geq 1$?
[x] Too much white space around the Lorentz cone picture, needs to be trimmed (but maybe only when @gromicho gets here with figure regeneration)
[x] "Note the improvement in accuracy of this calculation compared to the analytical solution." --> compared to the previous implementations?