4min chapter

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

Data-Centric Zero-Shot Learning for Precision Agriculture with Dimitris Zermas - #615

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

CHAPTER

Deep Learning - How to Cure a Data Set That Really Works

The first step in curating this data set is, well, probably first you just took a bunch of images and proved to yourself that deep learning would work. But then the next step is, how do we curate a data set that really works for all the cases that you need to consider? And in order to do that, you couldn't manually go through millions of images to identify. So before we even annotate, the presentation is costly. Let's do inference and see do we get good results or not? If we don't get good results, then the network is balanced. We should probably use these images, these challenging images in the data set.

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