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Module Details

Course : Numerical Optimization

Subject : Computer science

No. of Modules : 80

Level : FACULTY,STUDENTS,UG

Source : SwayamPrabha;Channel-13

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Sr. No. Title Creator/Author E-Text Video URL Metadata
1 Barrier and penalty methods, augmented lagrangian method and cutting plane method Prof. Shirish K. Shevade - - Click Here
2 Summary Prof. Shirish K. Shevade - - Click Here
3 Lagrange methods, active set method Prof. Shirish K. Shevade - - Click Here
4 Active set method (contd) Prof. Shirish K. Shevade - - Click Here
5 Interior point methods - affine scaling method Prof. Shirish K. Shevade - - Click Here
6 Duality in linear programming Prof. Shirish K. Shevade - - Click Here
7 Simplex algorithm and two-phase method Prof. Shirish K. Shevade - - Click Here
8 Optimality conditions and simplex tableau Prof. Shirish K. Shevade - - Click Here
9 Basic feasible solution Prof. Shirish K. Shevade - - Click Here
10 Geometric solution Prof. Shirish K. Shevade - - Click Here
11 Linear programming problem Prof. Shirish K. Shevade - - Click Here
12 Geometric interpretation Prof. Shirish K. Shevade - - Click Here
13 Weak and strong duality Prof. Shirish K. Shevade - - Click Here
14 Second order kkt conditions (contd) Prof. Shirish K. Shevade - - Click Here
15 Second order kkt conditions Prof. Shirish K. Shevade - - Click Here
16 Convex programming problem Prof. Shirish K. Shevade - - Click Here
17 Constraint qualifications Prof. Shirish K. Shevade - - Click Here
18 First order kkt conditions Prof. Shirish K. Shevade - - Click Here
19 Feasible and descent directions Prof. Shirish K. Shevade - - Click Here
20 Constrained optimization - local and global solutions, conceptual algorithm Prof. Shirish K. Shevade - - Click Here
21 Conjugate gradient method Prof. Shirish K. Shevade - - Click Here
22 Conjugate directions Prof. Shirish K. Shevade - - Click Here
23 Quasi-newton methods - broyden family coordinate descent method Prof. Shirish K. Shevade - - Click Here
24 Quasi-newton methods - rank one correction, dfp method Prof. Shirish K. Shevade - - Click Here
25 Trust region and quasi - newton methods Prof. Shirish K. Shevade - - Click Here
26 Classical newton method Prof. Shirish K. Shevade - - Click Here
27 Steepest descent method Prof. Shirish K. Shevade - - Click Here
28 Global convergence theorem Prof. Shirish K. Shevade - - Click Here
29 Line search techniques Prof. Shirish K. Shevade - - Click Here
30 Multi dimensional optimization - optimality conditions , conceptual algorithm Prof. Shirish K. Shevade - - Click Here
31 Convex functions Prof. Shirish K. Shevade - - Click Here
32 Convex sets (contd) Prof. Shirish K. Shevade - - Click Here
33 Convex sets Prof. Shirish K. Shevade - - Click Here
34 One dimensional optimization (contd) Prof. Shirish K. Shevade - - Click Here
35 One dimensional optimization - optimality conditions Prof. Shirish K. Shevade - - Click Here
36 Mathematical background (contd) Prof. Shirish K. Shevade - - Click Here
37 Mathematical background Prof. Shirish K. Shevade - - Click Here
38 Introduction Prof. Shirish K. Shevade - - Click Here
39 Summary Prof. Shirish K Shevade - - Click Here
40 Interior point methods - affine scaling method Dr. Shirish K. Shevade - - Click Here
41 Optimality conditions and simplex tableau Dr. Shirish K. Shevade - - Click Here
42 Simplex algorithm and two-phase method Dr. Shirish K. Shevade - - Click Here
43 Lagrange methods, active set method Dr. Shirish K. Shevade - - Click Here
44 Duality in linear programming Dr. Shirish K. Shevade - - Click Here
45 Active set method (contd) Dr. Shirish K. Shevade - - Click Here
46 Basic feasible solution Dr. Shirish K. Shevade - - Click Here
47 Karmarkar\'s method Dr. Shirish K. Shevade - - Click Here
48 Constrained optimization - local and global solutions, conceptual algorithm Dr. Shirish K. Shevade - - Click Here
49 I) quasi-newton methods - broyden family ii) coordinate descent method Dr. Shirish K. Shevade - - Click Here
50 Quasi-newton methods - rank one correction, dfp method Dr. Shirish K. Shevade - - Click Here
51 Trust region and quasi-newton methods Dr. Shirish K. Shevade - - Click Here
52 Feasible and descent directions Dr. Shirish K. Shevade - - Click Here
53 First order kkt conditions Dr. Shirish K. Shevade - - Click Here
54 Conjugate gradient method Dr. Shirish K. Shevade - - Click Here
55 Classical newton method Dr. Shirish K. Shevade - - Click Here
56 Conjugate directions Dr. Shirish K. Shevade - - Click Here
57 Barrier and penalty methods, augmented lagrangian method and cutting plane method Dr. Shirish K. Shevade - - Click Here
58 One dimensional optimization - optimality conditions Dr. Shirish K. Shevade - - Click Here
59 Mathematical background (contd) Dr. Shirish K. Shevade - - Click Here
60 Mathematical background Dr. Shirish K. Shevade - - Click Here
61 Introduction Dr. Shirish K. Shevade - - Click Here
62 Summary Dr. Shirish K. Shevade - - Click Here
63 Lagrangian saddle point and wolfe dual Dr. Shirish K. Shevade - - Click Here
64 Second order kkt conditions (contd) Dr. Shirish K. Shevade - - Click Here
65 Second order kkt conditions Dr. Shirish K. Shevade - - Click Here
66 Linear programming problem Dr. Shirish K. Shevade - - Click Here
67 Convex programming problem Dr. Shirish K. Shevade - - Click Here
68 Constraint qualifications Dr. Shirish K. Shevade - - Click Here
69 Geometric interpretation Dr. Shirish K. Shevade - - Click Here
70 Weak and strong duality Dr. Shirish K. Shevade - - Click Here
71 Geometric solution Dr. Shirish K. Shevade - - Click Here
72 Multi dimensional optimization - optimality conditions, conceptual algorithm Dr. Shirish K. Shevade - - Click Here
73 One dimensional optimization (contd) Dr. Shirish K. Shevade - - Click Here
74 Global convergence theorem Dr. Shirish K. Shevade - - Click Here
75 Convex functions (contd) Dr. Shirish K. Shevade - - Click Here
76 Steepest descent method Dr. Shirish K. Shevade - - Click Here
77 Line search techniques Dr. Shirish K. Shevade - - Click Here
78 Convex sets (contd) Dr. Shirish K. Shevade - - Click Here
79 Convex functions Dr. Shirish K. Shevade - - Click Here
80 Convex sets Dr. Shirish K. Shevade - - Click Here