But why isn’t Markowitz Working ? 
Log Barrier Minimization: An Intuitive Approach 
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NVIDIA Jarvis Conversational AI on Python Convex optimization is a subfield of mathematical optimization that studies the problem of minimizing or maximizing convex functions over convex sets. Many classes of convex optimization problems admit polynomial-time algorithms, whereas mathematical optimization is in general NP-hard.
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