Visual inspection and medical imaging are two applications that aim to find anything unusual in images. In this course, you’ll train and calibrate specialized models known as anomaly detectors to identify defects. You’ll also use advanced techniques to overcome common data challenges with deep learning. AI-assisted labeling is a technique to auto-label images, saving time and money when you have tens of thousands of images. If you have too few images, you’ll generate synthetic training images using data augmentation for situations where acquiring more data is expensive or impossible.


您将学到什么
Train and calibrate specialized models known as anomaly detectors
Generate synthetic training images for situations where acquiring more data is expensive or impossible
Use AI-assisted auto-labeling to save time and money
Import models from 3rd party tools like PyTorch and export your model outside of MATLAB
您将获得的技能
要了解的详细信息

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7 项作业
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- 获得对主题或工具的基础理解
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- 获得可共享的职业证书

该课程共有4个模块
Train anomaly detection models. These models do not find specific objects or classes, but instead find unusual regions in images.
涵盖的内容
4个视频5篇阅读材料2个作业
Generate synthetic images to use for training models.
涵盖的内容
2个视频4篇阅读材料2个作业
Save hours of manual labor by using model-assisted labeling to prepare images for object detection
涵盖的内容
1个视频3篇阅读材料2个作业
Learn how to diagnose problems when training models for your applications. Also, learn the options available to share and use your model outside of MATLAB.
涵盖的内容
4个视频4篇阅读材料1个作业1个插件
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- 状态:免费试用
MathWorks
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MathWorks
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University of Colorado Boulder
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常见问题
Yes. A free license is available to learners enrolled in the course. You must have a computer capable of running MATLAB. You can view the system requirements here.
To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
When you enroll in the course, you get access to all of the courses in the Certificate, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.
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提供助学金,