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How to Upload Pre-Labeled Data to EdgeImpulse

Changsin Lee
5 min readSep 20, 2021

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EdgeImpulse is popular among Edge AI developers for its ease of use, but uploading your own pre-labeled data is not quite straightforward. I am sharing some tips on how to do that.

· The Official Story
Actual Errors
· How to Upload Using edge-impulse-uploader
Install Edge Impulse CLI
Configure and Upload
Labels without spaces
· Conclusion
· References

Photo by Viktor Forgacs on Unsplash

EdgeImpulse is an end-to-end platform for developing machine learning solutions for edge devices. You can use EdgeImpulse Studio to connect edge devices to collect and label data, train, deploy, and infer, all in a single UI interface in a browser.

EdgeImpulse UI

While EdgeImpulse Studio provides a great low-code interface for anyone interested in developing Edge AI solutions in general, there are a few rough edges (pun not intended) when uploading your own data that you already labeled outside of EdgeImpulse.

Such a scenario is quite common actually, especially for object detection. Each image needs to…

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Changsin Lee
Changsin Lee

Written by Changsin Lee

AI/ML Enthusiast | Software Engineer | ex-Microsoftie | ex-Amazonian

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