AI for Design and Optimization

University of Michigan via Coursera

Go to Course: https://www.coursera.org/learn/ai-for-design-and-optimization

Introduction

Learn the fundamentals of artificial intelligence (AI) relevant to engineering design and optimization processes

Enhance engineering design creativity and optimize strategies by applying AI techniques

Learn to discern appropriate applications of AI to ensure effective integration into workflows

Learn to interpret outputs generated by AI models accurately

Syllabus

Introduction to Key Concepts and Fundamentals of Artificial Intelligence (AI) and Machine Learning (ML)

In module 1, you will be introduced to artificial intelligence (AI) and machine learning (ML), along with the essential vocabulary necessary to effectively communicate with relevant stakeholders. You will explore various applications of AI/ML in design and optimization, and understand the challenges associated with implementing these technologies in these fields.

Generative Design Techniques

In module 2, you will delve into the principles, tools, and applications of generative design across various industries. You will learn to unlock the power of generative design to revolutionize your approach to creativity and problem-solving. Generative design is a cutting-edge approach that harnesses the capabilities of AI and computational algorithms to explore design solutions.

AI-Driven Optimization Algorithms

In module 3, you will explore a range of AI-driven optimization algorithms and their applications across diverse industries. You will learn how to apply AI in optimizing complex systems and processes. Optimization lies at the heart of many decision-making processes, and AI technologies offer powerful tools to enhance efficiency, effectiveness, and innovation.