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Lecture 7: Subgradient method continued

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Lecture 6: Subgradient method

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Lecture 5: Gradient descent revisited

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Lecture 9: Acceleration

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Lecture 10: Matrix differentials

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Lecture 4: More convexity; first-order methods

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Lecture 3: Convexity

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Lecture 2: Intro; Gradient descent

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Lecture 1: Introduction

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Lecture 11: Matrix differentials; Newton's method

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