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Machine learning as a form of data compression
ID: machine-learning-as-a-form-of-data-compression
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Machine learning as a form of data compression
by
Ciro Santilli
37
Updated
2025-07-16
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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