 دسته بندی دوره ها

# Optimization Engineering For Machine Learning and AI

سرفصل های دوره

1. Introduction
• 1. Introduction to the importance of optimization to machine learning
• 2. Introduction to convex optimization engineering for ML, DL, and AI
• 3. Rules and guidelines to know before you start the course
• 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
• 5. Convex Sets Convex Optimization
• 6. Convex Functions Convex Optimization
• 7. Convex Optimization Principles Convex Optimization
• 8. Linear Programming & SIMPLEX algorithm with MATLAB Convex Optimization
• 9. Quadratic Programs Convex Optimization
• 11. Second Order Cone Programming (SOCP) Convex Optimization
• 12. Geometric Programs (GP) Convex Optimization
• 13. Generalized Geometric Programs (GGP) Convex Optimization
• 14. Semidefinite Programming (SDP) Convex Optimization
• 15. Vector and Multicriterion Optimization Pareto Optimal points
• 16. Optimal Trade-off Analysis Convex Optimization
• 17. Lagrange Dual Function Convex Optimization
• 18. Lagrange Dual Problem Convex Optimization
• 19. Certificate of Suboptimality (e-suboptimality)
• 20. Complementary Slackness
• 21. KKT Conditions Convex Optimization
• 22. Perturbation and Sensitivity Analysis
• 23. Equivalent Reformulations
• 24. Weak Alternatives Convex Optimization
• 25. Strong Alternatives Convex Optimization
• 26. Descent Backtracking & Unconstrained Minimization

• 2. Real world applications and use cases of convex optimization
• 1. The Transshipment Problem in Decision Making Convex Optimization Application
• 2. The Knapsack problem in Combinatorial Optimization Convex Optimization
• 3. Support Vector Machine (SVM) in Machine Learning Convex Optimization
• 4. Zero sum game in game theory & economics Convex Optimization Application
• 5. The Network Flow Problem Convex Optimization Application
• 6. The Shortest Route Problem Convex Optimization Application
• 7. The Assignment Problem Convex Optimization Application
• 8. The Water Filling Algorithm in Wireless Communications Convex
• 9. Stock Market Analysis & Markowitz Portfolio Optimization Convex
• 10. Why isn't Markowitz working in stock market analysis
• 11. Shannons Capacity as a Convex Optimization Problem
• 39,900 تومان
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شناسه: 8074
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مدت زمان: 1506 دقیقه
تاریخ انتشار: 23 اسفند 1401 39,900 تومان