Bruno Sánchez-Andrade Nuño

Do a global run of embeddings

10

We've been using Clay v1 embeddings directly, and via the Build/Explore apps. We've also done several types of partial benchmarking, so we are starting to feel comfortable with the quality...

Amazon Mining Watch

1

Caleb [posted](https://x.com/clkruse/status/1801693983426654456) that AMW doesn't use embeddings and instead an ensemble of CNNs. Their repo in fact both hosts directly the [AoIs](https://github.com/earthrise-media/mining-detector/tree/main/data/boundaries), [labels](https://github.com/earthrise-media/mining-detector/tree/main/data/sampling_locations), and [dissolved] [outputs](https://github.com/earthrise-media/mining-detector/tree/main/data/outputs/48px_v3.2-3.7ensemble). I feel it should...

This reopens https://github.com/Clay-foundation/model/issues/207 The gist is that *some* measure of loss alongside the embedding would be tremendously useful, since the loss is a rough proxy of how good the model...