September 08 2023

Multi-Objective Optimization with Python Bootcamp A-Z

Multi-Objective Optimization with Python Bootcamp A-Z
Published 8/2023
Created by Navid Shirzadi, Ph.D.
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 23 Lectures ( 3h 43m ) | Size: 1.2 GB

Mastering Multi-Objective Optimization and Decision-Making with pymoo: Balancing Objectives, Finding Solutions

What you'll learn
Fundamentals of Multi-Objective Optimization (MOO)
pymoo Library and How to Solve a MOO problem in Python
Multi-Objective Optimization Algorithms and How to Initialize them
Multi-Criteria Decision-Making Methods
Compromise Programming
Pseudo-Weights Method
Basic Programming Skills: Students should have a fundamental understanding of programming in Python.
Optimization Basics: While not mandatory, some familiarity with optimization concepts and terminology
Object-Oriented Programming (OOP): Understanding the basics of object-oriented programming will be valuable
Course Description:Welcome to "Multi-Objective Optimization with Python Bootcamp A-Z" In this comprehensive course, you will embark on a journey to become a skilled optimizer, equipped with the knowledge and tools to solve complex problems that involve conflicting objectives. With a focus on using the powerful Pymoo library in the Python environment, you will gain a deep understanding of multi-objective optimization techniques and strategies for making informed decisions.Course Highlights:Foundation of Multi-Objective Optimization: Understand the fundamentals of multi-objective optimization, Pareto optimality, and the challenges posed by conflicting objectives.Optimization Algorithms: Explore a wide range of state-of-the-art algorithms, including genetic algorithms implemented using Pymoo.Pymoo Library Mastery: Dive deep into the Pymoo library, from installation to customizing algorithms and interpreting results, maximizing your proficiency in multi-objective optimization.Multi-Criteria Decision Making: Discover methods like Pseudo-Weights and Compromise Programming to make informed decisions while considering multiple criteria.Real-World Applications: Apply your skills to practical case studies from various domains, learning how to address real challenges with optimization solutions.Hands-On Projects: Work on hands-on coding exercises and assignments that reinforce your understanding and provide practical experience in solving multi-objective problems.Visualization and Analysis: Utilize visualization tools to analyze Pareto fronts, trade-offs, and the impact of decision-making methods.Problem-Solving Strategies: Develop strategies to tackle complex optimization problems, handling constraints, and achieving the right balance between convergence and diversity.Whether you're a student, researcher, data scientist, or professional, this course offers valuable insights into multi-objective optimization and decision-making. By the end, you'll be equipped to approach complex challenges with confidence, optimize solutions effectively, and make well-informed decisions using the power of Pymoo.Join us on this exciting journey of Multi-Objective Optimization with Python Bootcamp A-Z. Enroll today and unlock a new dimension of problem-solving expertise.
Who this course is for
Students, Researchers a Engineers
Professionals and Practitioners
Data Scientists and Analysts
Enthusiasts and Learners
Academic Instructors
Curriculum Developers
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