4min chapter

The Gradient: Perspectives on AI cover image

Daniel Situnayake: AI on the Edge

The Gradient: Perspectives on AI

CHAPTER

The Importance of Understanding the Constraints of Edge AI Systems

When you have to make models smaller by techniques like pruning, that might disproportionately affect their performance on certain parts of the training data. And so a big challenge is how do we build tools that help people understand when that's happening and how to mitigate it? So a big part of our work at Edge Impulse,. for example, is looking at ways that we can help people understand their data set.

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