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For every linear algebra question, derive the proof twice – once forward, once backward. For probability, simulate the Bayes question in Python to build intuition.

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Compare Gradient Descent, Stochastic Gradient Descent, and Mini-batch Gradient Descent. State one advantage and one disadvantage of each. Under what conditions would you choose Adam over SGD? For every linear algebra question, derive the proof