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Rate of Convergence – Convergence Rate of Steepest Descent
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Numerical Optimization
Syllabus with topics linked
Newton’s Method
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Quasi-newton Methods
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Trust Region
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The Cauchy Point Algorithm
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Global Convergence – Reduction Obtained by the Cauchy Point
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Convergence to Stationary Points
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Basic Properties of the Conjugate Gradient Method
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A Practical Form of the Conjugate Gradient Method
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Rate of Convergence
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Finite-difference Derivative Approximations
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Approximating the Gradient
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Approximating a Sparse Jacobian
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Approximating the Hessian
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Approximating a Sparse Hessian
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