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Intermediate Intel® Distribution of OpenVINO™ toolkit for Deep Learning Applications

Intel

About this Course

This course is designed for application developers who wants to deploy computer vision inference workloads using the Intel® Distribution of OpenVINOTM toolkit. The course looks at computer vision neural network models from a variety of popular machine learning frameworks and covers writing a portable application capable of deploying inference on a range of compute devices.
The course is targeted for application developers, and places focus on examples and discussion of the development workflow. As such, the discussions include not only the details about how to use the toolkit itself, but topics like how to take benchmarks to compare compute devices or what to do when you encounter issues. The course is made so that it serves as a how-to guide for developing a computer vision inference deployment with the toolkit. By the end of the course, students will have the skillset necessary to deploy their own computer vision application using the toolkit.

Flexible deadlines

Reset deadlines in accordance to your schedule.

Shareable Certificate

Earn a Certificate upon completion

100% online

Start instantly and learn at your own schedule.

Intermediate Level

Approx. 5 hours to complete

English

Subtitles: French, Portuguese (European), Russian, English, Spanish

What you will learn

How to use the Model Optimizer to convert models from popular machine learning frameworks.
How to run benchmarks and do device comparison and validation.
How to use the Inference Engine to deploy to multiple types of devices.
How to use the Inference Engine’s asynchronous inference to handle various deployment situations.

Skills you will gain

Deep Learning
Machine Learning
Application development
Python* Programming
Computer Vision

Flexible deadlines

Reset deadlines in accordance to your schedule.

Shareable Certificate

Earn a Certificate upon completion

100% online

Start instantly and learn at your own schedule.

Intermediate Level

Approx. 5 hours to complete

English

Subtitles: French, Portuguese (European), Russian, English, Spanish

Instructor

Vu Q Nguyen

26,094 Learners

2 Courses

Offered by

Intel

The Intel® Developer Zone offers tools and how-to information to enable cross-platform app development through platform and technology information, code samples, and peer expertise in order to help developers innovate and succeed. Join communities for the Internet of Things, Artificial Intelligence, Virtual Reality, Persistent Memory & Game Dev to download tools, access dev kits, share ideas with like-minded developers, and participate in hackathons, contests, roadshows, and local events.

Syllabus - What you will learn from this course

Week

Week 1

5 hours to complete

Intermediate Intel® Distribution of OpenVINO™ toolkit for Deep Learning Applications

5 hours to complete

12 videos (Total 82 min), 1 reading, 2 quizzes

12 videos

Introducing Intel® Distribution of OpenVINO™8m

Workflow of Intel® Distribution of OpenVINO™ Toolkit Usages7m

Model Optimizer7m

Model Optimizer Troubleshooting6m

Inference Engine: Setting Up6m

Inference Engine: Running Inference6m

Deployment and Intel® Hardware Selection5m

Using Multiple Devices5m

Benchmarking9m

Optimization3m

Implementation Examples: Batch of Images7m

Implementation Examples: Stream of Images7m

1 reading

Welcome10m

2 practice exercises

Course 1 Quiz30m

Course 2 Quiz30m

Frequently Asked Questions

When will I have access to the lectures and assignments?
Access to lectures and assignments depends on your type of enrollment. If you take a course in audit mode, you will be able to see most course materials for free. To access graded assignments and to earn a Certificate, you will need to purchase the Certificate experience, during or after your audit. If you don't see the audit option:
The course may not offer an audit option. 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.
What will I get if I purchase the Certificate?
When you purchase a Certificate you get access to all course materials, including graded assignments. Upon completing the course, your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.
Is financial aid available?
Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

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Intermediate Intel® Distribution of OpenVINO™ toolkit for Deep Learning Applications

Intermediate Intel® Distribution of OpenVINO™ toolkit for Deep Learning Applications