AI for Design and Optimization

AI for Design and Optimization

本课程是 AI for Mechanical Engineers 专项课程的一部分

位教师：Wei Lu

访问权限由 New York State Department of Labor 提供

9,462 人已注册

3个模块

深入了解一个主题并学习基础知识。

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1 周完成

在 10 小时一周

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3个模块

深入了解一个主题并学习基础知识。

69 条评论

中级等级

推荐体验

1 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

您将学到什么

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

您将获得的技能

Applied Machine Learning
Machine Learning
Technical Design
Data-Driven Decision-Making
Deep Learning
Algorithms
Generative AI
Artificial Intelligence and Machine Learning (AI/ML)
Artificial Intelligence
AI Enablement
技能部分已折叠。显示 8 项技能，共 10 项。

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作业

3 项作业

授课语言：英语（English）

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本课程是 AI for Mechanical Engineers 专项课程专项课程的一部分

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该课程共有3个模块

Artificial intelligence and machine learning are revolutionizing design processes, optimizing strategies, and fostering innovation across industries. "AI for Design and Optimization” offers you the knowledge to harness the power of AI to enhance your own design and optimization capabilities. Mastering key skills such as discerning appropriate AI applications, interpreting model outputs, staying abreast of AI advancements, and effectively communicating the role of AI in projects is essential to effectively leverage these technologies in your practices. You will delve into the fundamentals of AI and their practical application in design and optimization, exploring advanced techniques like generative design, evolutionary algorithms, and topology optimization. This unique curriculum provides a comprehensive introduction to utilizing AI to enhance design creativity and streamline processes.

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.

涵盖的内容

4个视频6篇阅读材料1个作业2个非评分实验室

4个视频总计34分钟

Introduction to Key Concepts 7分钟
Machine Learning Algorithms 6分钟
Deep Learning and Neural Network 10分钟
Introduction of AI/ML in Design and Optimization 12分钟

6篇阅读材料总计60分钟

Course Syllabus 10分钟
Help Us Learn About You! 10分钟
Introduction to Jupyter Labs on Coursera 10分钟
K-Nearest Neighbors Implementation 10分钟
DNN Implementation 10分钟
Overfitting and Underfitting of ML 10分钟

1个作业总计30分钟

Module 1 Assignment 30分钟

2个非评分实验室总计120分钟

K-Nearest Neighbor - Programming Exercise 60分钟
Neural Networks - Programming Exercise 60分钟

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.

涵盖的内容

3个视频1篇阅读材料1个作业1个非评分实验室

3个视频总计19分钟

Generative Design Principles 8分钟
Introduction to Algorithms and Techniques 4分钟
Generative Adversarial Networks 6分钟

1篇阅读材料总计10分钟

GAN in Pytorch Implementation 10分钟

1个作业总计30分钟

Module 2 Assignment 30分钟

1个非评分实验室总计60分钟

Generative Adversarial Networks- Programming Exercise 60分钟

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.