Coding

Let's assume we can only use a random number generator. What steps would you take to generate i.i.d. draws from distribution X?

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Interview question asked to Machine Learning Engineers interviewing at Zoox, Siemens, Juniper Networks and others: Let's assume we can only use a random number generator. What steps would you take to generate i.i.d. draws from distribution X?.