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Linear and Non-Linear Optimization

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Your question is Linear and Non-Linear Optimization. Take a moment with it on the right.

Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).

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Problem

How have you approached linear and non-linear optimization problems in your work?