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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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Interview question asked to Data Scientists interviewing at Wish, Teradata, Duolingo and others: List out some optimization algorithms you're aware of. How do you handle a million variables in optimization? How does simplex works?.