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#mysterious

7 posts7 participants0 posts today
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Mx Verda

my first thought was ooh, that'd be good for mixing paint.
Next are "show them to traditional craftspeople and ask what they'd use them for or how they'd make them" and "period tracker or promise of days until next meeting".

nebula.tv/videos/stefanmilo-eu
youtube.com/watch?v=oYWUXQKUMu

ohhhhh with the snapping, it's like a promissory note or early parentage ID for example.
Count down to wedding, if prehistoric peoples even did marriage?
Good point about "probably not just one purpose" tbh.

NebulaStefan Milo — Europe's Undeciphered Prehistoric Tablets - Enigmatic ArtefactsThe mystery of Europe's undeciphered prehistoric tablets.
#archaeology#history#prehistory
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Hacker News

Deep Learning Is Not So Mysterious or Different

arxiv.org/abs/2503.02113

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arXiv.orgDeep Learning is Not So Mysterious or DifferentDeep neural networks are often seen as different from other model classes by defying conventional notions of generalization. Popular examples of anomalous generalization behaviour include benign overfitting, double descent, and the success of overparametrization. We argue that these phenomena are not distinct to neural networks, or particularly mysterious. Moreover, this generalization behaviour can be intuitively understood, and rigorously characterized using long-standing generalization frameworks such as PAC-Bayes and countable hypothesis bounds. We present soft inductive biases as a key unifying principle in explaining these phenomena: rather than restricting the hypothesis space to avoid overfitting, embrace a flexible hypothesis space, with a soft preference for simpler solutions that are consistent with the data. This principle can be encoded in many model classes, and thus deep learning is not as mysterious or different from other model classes as it might seem. However, we also highlight how deep learning is relatively distinct in other ways, such as its ability for representation learning, phenomena such as mode connectivity, and its relative universality.
#HackerNews#DeepLearning#Mysterious
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Spectrum Imagery
▴ H3 NATO Radar Site

Scouting the Stokksnes Peninsula for a prime sunrise spot to capture Vestrahorn didn’t go entirely as planned, as thick fog rolled in and obscured most of the view. However, the heavy mist created an eerie, almost otherworldly atmosphere, making the old radar station appear even more enigmatic against the black sand dunes.

#landscape #travel #goexplore #hiking
#outdoors #photography #moody #foggy #travelphotography #landscapephotography #mysterious #ringroad #stokksnes #iceland
A foggy scene at the H3 NATO radar site on Iceland’s Stokksnes Peninsula, with dark volcanic sand dunes leading toward the distant radar dome and lighthouse, illuminated under low light conditions.
#iceland
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