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With regards to bagging and boosting in machine learning, could you define the distinction and elucidate how they affect bias and variance?

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Interview question asked to Machine Learning Engineers interviewing at Course Hero, Autodesk, Siemens and others: With regards to bagging and boosting in machine learning, could you define the distinction and elucidate how they affect bias and variance?.