Why it matters

Entropy coding underlies compression. Understanding shapes theory + practice.

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The architecture

Model symbol probabilities.

Encode with variable-length codes.

Trade compression + speed.

Entropy coding methodsModel probsstatic / adaptiveEncodeHuffman / arith / range / ANSTradecompression vs speedModern codecs use ANS (Zstd + JPEG XL); Huffman still fast; arithmetic optimal
Entropy coding.
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How it works end to end

Shannon entropy bound.

Arithmetic + range optimal.

Huffman fast + suboptimal.

ANS modern optimal + fast.