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List out some optimization algorithms you're aware of. How do you handle a million variables in optimization? How does simplex works?
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Explain different classes of optimization algorithms (gradient-based, evolutionary, etc.), focus on scalability approaches for large-scale problems, and explain simplex method's basic principles.
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