Optimization Engineering For Machine Learning and AI
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25:05:53
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1. Introduction to the importance of optimization to machine learning.mp4
07:57
2. Introduction to convex optimization engineering for ML, DL, and AI.mp4
21:22
3. Rules and guidelines to know before you start the course.mp4
01:02
4.1 Applied Optimization-Reference2.pdf
4.2 bv_cvxbook.pdf
4.3 bv_cvxslides-all lectures.pdf
4.4 intro.pdf
4.5 Lectures on Moder Optimization-Reference3.pdf
4.6 Matlab Framework for solving convex optimization.html
4.7 Python Framework for solving convex optimization.html
4. Convex Optimization Introduction.mp4
48:17
5. Convex Sets Convex Optimization.mp4
02:08:01
6. Convex Functions Convex Optimization.mp4
53:26
7. Convex Optimization Principles Convex Optimization.mp4
37:03
8. Linear Programming & SIMPLEX algorithm with MATLAB Convex Optimization.mp4
02:04:00
9. Quadratic Programs Convex Optimization.mp4
26:12
10. Quadratically Constrained Quadratic Programs Convex Optimiz.mp4
43:51
11. Second Order Cone Programming (SOCP) Convex Optimization.mp4
48:02
12. Geometric Programs (GP) Convex Optimization.mp4
23:06
13. Generalized Geometric Programs (GGP) Convex Optimization.mp4
40:13
14. Semidefinite Programming (SDP) Convex Optimization.mp4
36:49
15. Vector and Multicriterion Optimization Pareto Optimal points.mp4
01:13:56
16. Optimal Trade-off Analysis Convex Optimization.mp4
13:01
17. Lagrange Dual Function Convex Optimization.mp4
37:46
18. Lagrange Dual Problem Convex Optimization.mp4
01:13:57
19. Certificate of Suboptimality (e-suboptimality).mp4
18:38
20. Complementary Slackness.mp4
17:05
21. KKT Conditions Convex Optimization.mp4
11:44
22. Perturbation and Sensitivity Analysis.mp4
57:32
23. Equivalent Reformulations.mp4
01:34:08
24. Weak Alternatives Convex Optimization.mp4
23:41
25. Strong Alternatives Convex Optimization.mp4
39:11
26. Descent Backtracking & Unconstrained Minimization.mp4
01:32:49
1. The Transshipment Problem in Decision Making Convex Optimization Application.mp4
30:55
2. The Knapsack problem in Combinatorial Optimization Convex Optimization.mp4
22:46
3. Support Vector Machine (SVM) in Machine Learning Convex Optimization.mp4
36:46
4. Zero sum game in game theory & economics Convex Optimization Application.mp4
26:07
5. The Network Flow Problem Convex Optimization Application.mp4
19:17
6. The Shortest Route Problem Convex Optimization Application.mp4
27:21
7. The Assignment Problem Convex Optimization Application.mp4
16:03
8. The Water Filling Algorithm in Wireless Communications Convex.mp4
33:47
9. Stock Market Analysis & Markowitz Portfolio Optimization Convex.mp4
27:52
10. Why isn't Markowitz working in stock market analysis.mp4
27:27
11. Shannons Capacity as a Convex Optimization Problem.mp4
44:43
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View courses UdemyStudents take courses primarily to improve job-related skills.Some courses generate credit toward technical certification. Udemy has made a special effort to attract corporate trainers seeking to create coursework for employees of their company.
- language english
- Training sessions 37
- duration 25:05:53
- Release Date 2023/03/11
