More on:
Bisection Method: Section 9.1 only; and you may ignore the C++ codes
Kuhn-Tucker: For more examples
Constrained Optimization: For a more easy-paced introduction
A nice page on a whole lot of Numerical Methods: Even though it gives examples using Mathematica, the description is quite lucid and could be useful.
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