Weeks | Topics |
1 |
Introduction to optimization, optimization problem
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2 |
Unconstrained optimization
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3 |
Numeric Optimization
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4 |
Indirect Methods: Newton Raphson, Bisection methods and Matlab applications
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5 |
Direct Methods: Golden Section and Matlab applications
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6 |
Algorithms for unconstrained multivariable optimization
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7 |
Gradient methods
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8 |
Steepest Descent, Conjugate Gradient methods
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9 |
Midterm
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10 |
Newton methods, Quasi-Newton methods
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11 |
Non-Gradient Methods, Regression
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12 |
Linear and Nonlinear Models
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13 |
SISO Neural Network Model and Matlab applications
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14 |
MIMO Neural Network Model and Matlab applications
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