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== <span style="color: #FFFFFF;">Remembering</span> == * '''Optimization''' β The process of making something as effective or functional as possible. * '''Objective Function''' β The mathematical function you want to maximize or minimize (e.g., $Profit = 10x + 5y$). * '''Constraints''' β The limits or restrictions on the possible solutions (e.g., "I only have 40 hours of labor available"). * '''Feasible Region''' β The set of all possible points that satisfy all the constraints. * '''Linear Programming (LP)''' β A method for solving optimization problems where both the objective and constraints are linear. * '''Convex Optimization''' β A specific type of optimization where the "bowl" shape of the problem ensures that any local minimum is also the global minimum. * '''Gradient Descent''' β An iterative algorithm used to find the minimum of a function by "stepping downhill." * '''Local Minimum''' β The "Bottom" of a small area, which might not be the lowest point overall. * '''Global Minimum''' β The absolute lowest point of the entire function. * '''Heuristic''' β A "Rule of Thumb" used to find a "good enough" solution when the perfect one is too hard to find. * '''Sensitivity Analysis''' β Studying how the optimal solution changes if the constraints change slightly. * '''Stochastic Optimization''' β Optimization where some of the data is random or uncertain. * '''Pareto Efficiency''' β A state where you cannot make one thing better without making something else worse. </div> <div style="background-color: #006400; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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