Executive Development Programme in Optimization Fundamentals
-- ViewingNowThe Executive Development Programme in Optimization Fundamentals is a certificate course designed to empower professionals with the essential skills needed to excel in optimization and decision sciences. This program is crucial in today's data-driven world, where businesses rely on optimization techniques to make informed decisions, streamline operations, and enhance profitability.
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⢠Introduction to Optimization Fundamentals: Defining optimization, understanding its importance, and exploring primary optimization techniques.
⢠Linear Programming: Learning the basics of linear programming, formulating linear programs, and using simplex method.
⢠Nonlinear Programming: Understanding the principles of nonlinear programming, including unconstrained and constrained optimization.
⢠Integer Programming: Getting familiar with integer programming, its applications, and branch-and-bound methods.
⢠Convex Optimization: Recognizing convex functions and sets, understanding the significance of convexity in optimization, and applying convex optimization techniques.
⢠Large-Scale Optimization: Examining the challenges of large-scale optimization and learning about decomposition methods and distributed optimization algorithms.
⢠Optimization Software and Tools: Exploring optimization software, libraries, and toolkits, and learning to implement optimization algorithms in practice.
⢠Optimization in Machine Learning: Delving into the role of optimization in machine learning, including gradient descent, stochastic gradient descent, and other optimization techniques used in training models.
⢠Real-World Optimization Applications: Analyzing various real-world applications of optimization, from supply chain management and logistics to finance and marketing.
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