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Reinventing Entropy | Compression is Intelligence Part 1

A 32-minute video by 3Blue1Brown about information and entropy, on the Statistics shelf. It came up in 2 Reddit threads, in r/3Blue1Brown. It is pitched at introductory level.

3Blue1Brown, Video, 32 min, 2026, on the Statistics shelf

Reconstructs information entropy from the practical problem of compressing language.

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Study notes

Introductory, Derivation. Step 1 of 7 in Information, error and trust

Helpful first

  • Basic probability
  • Binary numbers

What it builds

  • Connect Shannon’s questions with modern machine learning.
  • Ask what cross-entropy actually measures.
  • Construct a way to measure information using streams of bits.

Useful moments

Check yourself: Why should a very common symbol get a shorter code than a rare one?

Next in the path: Information Entropy: The Math Behind Surprise

Notes are based on metadata, Reddit context and selected English caption passages. They are not a review of every claim in the video.

Reconstructs information entropy from the practical problem of compressing language.

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