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Statistics

2 concepts, 0 written; shares concepts or relations with 3 other subjects. Earlier ideas sit to the left, a region holds one chapter, and relations that leave the subject hang on the cards as tags.

∑Statistics Law of LargeNumbers Score Matching Law of Large Numbers → Typical Set & AEP · derives — Applying the law of large numbers to −log p(X) gives the AEP.→ Information Theory · Typical S… VAE & ELBO → Score Matching · extends to — From a likelihood bound for latent-variable models to objectives that learn the score directly.Generative Models · VAE & ELBO → Score Matching → Conditional Technique · extends to — Conditioning makes the score matching objective tractable.→ Generative Models · Condition…
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NodesTheoremMethodwrittenplanned0 / 2 written

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Statistics0/2

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Relations in this subject, in words3

  • Law of Large NumbersderivesTypical Set & AEP

    Applying the law of large numbers to −log p(X) gives the AEP.

  • VAE & ELBOextends toScore Matching

    From a likelihood bound for latent-variable models to objectives that learn the score directly.

  • Score Matchingextends toConditional Technique

    Conditioning makes the score matching objective tractable.