AI Academy #4: Learn Bio Inspired Optimization Methods A-Z

所在平台: Udemy

课程主页: https://www.udemy.com/course/ai-academy-4-learn-bio-inspired-optimization-methods-a-z/

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**AI Academy #4:学习仿生优化方法 A-Z 课程总结** 本课程旨在教授学员仿生优化算法的基本理论和实践应用,重点关注遗传算法(Genetic Algorithm)和粒子群优化(Particle Swarm Optimization)方法。 **课程亮点:** * **深入理论:** 详细讲解遗传算法中的核心算子,如变异(mutation)、交叉(crossover)和选择(selection),以及粒子群优化方法的基本概念。 * **Python 实战:** 通过 8 个章节的学习,学员将使用 Python 和 DEAP 库亲手实践,解决各种优化问题。 * **应用广泛:** * 优化简单函数,找到最小值/最大值点。 * 解决复杂的三角函数优化问题。 * 运用遗传算法高效解决旅行商问题(TSP)。 * 使用粒子群优化算法精确求解 Rastrigin 标准函数。 **重要信息:** * **30 天无忧退款保证:** 课程不满意可获得全额退款。 * **终身访问与免费更新:** 一次付费,永久享有课程内容及未来更新。 * **全程技术支持:** 提供关于课程内容相关问题的全方位支持。 * **免费预览:** 可通过课程大纲和免费预览章节快速了解课程内容。 **立即行动:** 不要浪费宝贵的时间,立即加入课程,掌握强大的仿生优化技术!

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Do you like to know the basic theory behind Genetic Algorithm Optimization Method?Do you like to know the basic theory behind Particle Swarm Optimization Method?Do you like to know how to solve Travelling Salesman Problem (TSP) with a few lines of codes an Genetic Algorithm?If you say Yes so read more...In this course I want to learn you theory behind bio inspired algorithms like Genetic Algorithm and Particle Swarm Optimization Method. You'll learn basic genetic operators like mutation crossover and selection and how they are work. You'll learn basic concepts of Particle Swarm and how they are work.In the first part you will learn how to use python and deap library to solve optimization problem and find Min/Max points for your desired functions using Genetic Algorithm.In the 1st section you'll learn theory of Genetic Algorithm Optimization MethodIn the 2nd section you'll know how to use python and deap to optimize simple function precisely.In the 3rd section you'll learn how to use python and deap to find optimum point of complicated Trigonometric function. In the 4th section you'll know how to use python and deap to solve Travelling Salesman Problem (TSP) accurately.In the second part we go further you will learn how to use python and deap library to solve optimization problem using Particle Swarm OptimizationIn the 5th section you'll learn theory of Particle Swarm Optimization MethodIn the 6th section you'll know how to use python and deap to optimize simple function precisely.In the 7th section you'll learn how to use python and deap to find optimum point of complicated Trigonometric function. In the 8th section you'll know how to use python and deap to solve Rastrigin standard function accurately.___________________________________________________________________________Important information before you enroll:In case you find the course useless for your career, don't forget you are covered by a 30 day money back guarantee, full refund, no questions asked!Once enrolled, you have unlimited, lifetime access to the course!You will have instant and free access to any updates I'll add to the course.You will give you my full support regarding any issues or suggestions related to the course.Check out the curriculum and FREE PREVIEW lectures for a quick insight.___________________________________________________________________________Music from Jukedeck - create your own at jukedeck com___________________________________________________________________________It's time to take Action!Click the "Take This Course" button at the top right now!...Don't waste time! Every second of every day is valuable...I can't wait to see you in the course!Best Regrads,Sobhan

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