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What optimization techniques ares you familiar with and how do they basically work? How would you find the optimal price given a linear demand function?

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Interview question asked to Data Scientists interviewing at Wayfair, Quora, Bitdefender and others: What optimization techniques ares you familiar with and how do they basically work? How would you find the optimal price given a linear demand function?.