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Симплекс метод в Python. Библиотеки: Numpy. Scipy. #симплексметод, #python, #numpy, #scipy The article discusses the importance of machine learning and algorithms in computational tasks. It explains how the Simplex method is used to solve complex problems and matrix games. The article also provides a step-by-step guide for implementing the Simplex method to find the maximum of a learning requires algorithms and data structure knowledge : Solving complex computational tasks requires various methods, including linear programming such as Simplex Simplex method can be used to measure and formalize data for further processing Solving matrix games for function maximization. : The proposed simple code helps solve matrix games. The function Z is equal to 2 x 1 plus 3x2 which needs to be maximized with set limits. Solving the Simplex Method with necessary libraries and matrices. : Importing essential libraries like numpy and scipy Setting all the necessary matrices with opposite signs to maximize the function. Maximizing profit by setting limits in a matrix : Setting limits for four rows of a matrix to optimize profit Inequalities determined for each row based on X1 and X2 values Resource restrictions in optimization problems : Resource limitations can impact production and require optimization techniques. The simplex method can be used to address these constraints and improve production efficiency. Steps for solving optimization criteria with optional and mandatory variables : Master the four optimization steps for ease of solving complex problems Understand the use of hard-coded linear programming function in Python Optimization problem of X1 and X2 solved successfully with constraints : X3, X4, X5, and X6 are determined by the code provided A maximum limit of 40 and 30 was set on X1 and X2 respectively, where 30 from X2 was taken and then optimized Linear programming is a wide class of optimization problems : Production activities often require efficient resource allocation for maximum profit Solving game theory problems, specifically matrix games, can be difficult without useful code
