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Ciro Santilli
@cirosantilli
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Tagged:
Overfitting
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Machine learning as a form of data compression
Updated
2024-12-15
+
Created
1970-01-01
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Philosophically, machine learning can be seen as a form of
lossy compression
.
And if we make it too
lossless
, then we are basically
overfitting
.
Bibliography:
bair.berkeley.edu/blog/2019/09/19/bit-swap/
www.eecs.tufts.edu/~dsculley/papers/compressionAndVectors.pdf
arxiv.org/abs/2202.06533
towardsdatascience.com/ai-based-image-compression-the-state-of-the-art-fb5aa6042bfa
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