Numerical Optimization using Python
28 videos • 77 views • by Dr Ganguli
Algorithms for numerical optimization and function minimizations are explained through solved examples and Python code
1
Quadratic interpolation method; Examples, Python Code: Optimization Tutorial 9
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2
One Dimensional Gradient Descent, Python Program, Optimization Tutorial 13c
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3
Quasi-Newton Method, Python Program, Optimization Tutorial 22
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4
Inexact Line Search; Example and Python Code: Tutorial 10
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5
Saddle Points in Numerical Optimization, Python Program, Optimization Tutorial 21a
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6
Step Size Calculation for Quadratic Functions Python Program, Optimization Tutorial 13a
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7
Gradient Descent and Machine Learning in Python, Optimization Tutorial 19a
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8
Gradient Based Methods Review in Python: Optimization Tutorial 19
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9
Polak-Ribiere Method Python Program, Optimization Tutorial 15b
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10
New Conjugate Gradient Methods Python Program, Optimization Tutorial 18a
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11
Conjugate Gradient Methods for Quadratic Functions Python Program, Optimization Tutorial 17
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12
Numerical Differentiation, Python Program, Optimization Tutorial 24
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13
Newton's Method, Python Program, Optimization Tutorial 20
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14
BFGS and DFP Methods, Python Program, Optimization Tutorial 23
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15
Equal Interval Search; Examples, Python Code: Tutorial 7
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16
Fletcher Reeves Method Python Program, Optimization Tutorial 15
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17
Complex Step Gradients, Python Program, Optimization Tutorial 24a
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18
Hestenes-Stiefel Method Python Program, Optimization Tutorial 15a
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19
Conjugate Gradient Directions Python Program and Plots, Optimization Tutorial 18b
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20
Rate of Convergence of Gradient Descent Python Program, Optimization Tutorial 14
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21
Automatic Differentiation, Python Program, Optimization Tutorial 25
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22
Preconditioners GREATLY Boost Steepest Descent Methods, Python Program, Optimization Tutorial 16
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23
Conjugate Gradient Methods Python Program, Optimization Tutorial 18
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24
Gradient Descent Orthogonal Directions Python Plots, Optimization Tutorial 13b
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25
Golden Section Search; Examples, Python Code: Optimization Tutorial 8
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26
Marquardt Method Python Program: Optimization Tutorial 21
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27
BFGS and DFP Methods for Quadratics, Python Program, Optimization Tutorial 23a
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28
Gradient Descent Method Python Program; Optimization Tutorial 13
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