课程信息
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100% 在线

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可灵活调整截止日期

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中级

完成时间大约为10 小时

建议:5 weeks of study, 2-3 hours/week...

英语(English)

字幕:英语(English)

您将获得的技能

InformaticsMaterialsStatisticsData Science
学习Course的学生是
  • Chemists
  • Researchers
  • Scientists
  • Technical Solutions Engineers
  • Machine Learning Engineers

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

完成时间大约为10 小时

建议:5 weeks of study, 2-3 hours/week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间为 1 小时

Welcome

6 个阅读材料
6 个阅读材料
Course Syllabus10分钟
Frequently Asked Questions10分钟
Suggested Reading10分钟
Target Audience and Recommended Background10分钟
Get More from Georgia Tech10分钟
Consent Form10分钟
完成时间为 2 小时

Accelerating Materials Development and Deployment

9 个视频 (总计 78 分钟), 1 个阅读材料, 1 个测验
9 个视频
Historical Materials Development Cycles8分钟
How do we accelerate materials development and deployment12分钟
Emergence of multi-stakeholder initiatives8分钟
The Materials Innovation Ecosystem9分钟
Part 1:Multiscale Modeling and Multilevel Design of Materials8分钟
Part 2: Multiscale Modeling and Multilevel design of Materials5分钟
Decision-Making in Material Design9分钟
Multilevel Systems-Based Materials Design5分钟
1 个阅读材料
Earn a Georgia Tech Badge/Certificate/CEUs10分钟
1 个练习
Accelerating Materials Development and Deployment34分钟
2
完成时间为 1 小时

Materials Knowledge and Materials Data Science

6 个视频 (总计 53 分钟), 1 个测验
6 个视频
Process-Structure-Property (PSP) Linkages7分钟
Role of Structures in PSP Linkages10分钟
Data Science Terminology6分钟
Main Components of Data Science5分钟
What is Big Data?6分钟
1 个练习
Materials Knowledge and Materials Data Science20分钟
3
完成时间为 2 小时

Materials Knowledge Improvement Cycles

6 个视频 (总计 79 分钟), 1 个测验
6 个视频
Spatial Correlations: n-Point Statistics11分钟
Computation and Visualization of 2-Point Spatial Correlations10分钟
Principal Component Analyses (PCA) for low dimensional representations12分钟
Principal Component Analyses (PCA) for low dimensional representation of material structure12分钟
Homogenization: Passing Information to Higher Length Scales16分钟
1 个练习
Materials Knowledge Improvement Cycles16分钟
4
完成时间为 22 分钟

Case Study in Homogenization: Plastic Properties of Two-Phase Composites

2 个视频 (总计 18 分钟), 1 个测验
2 个视频
Structure-Property Linkages using a Data Science Approach-Part 25分钟
1 个练习
Case Study in Homogenization: Plastic Properties of Two-Phase Composites4分钟
4.3
24 个审阅Chevron Right

来自Materials Data Sciences and Informatics的热门评论

创建者 RRSep 23rd 2018

Machine learning part and its application to material science was interesting but informative contents like material dev eco system and whole week 1 was more informative than logical

创建者 AAAug 18th 2019

The course was overall good but some of the course content is outdated (installing PyMKS) please look into this matter.

讲师

Avatar

Dr. Surya Kalidindi

Professor
The George W. Woodruff School of Mechanical Engineering

关于 乔治亚理工学院

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