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Francesco Gadaleta์—์„œ ์ œ๊ณตํ•˜๋Š” ์ฝ˜ํ…์ธ ์ž…๋‹ˆ๋‹ค. ์—ํ”ผ์†Œ๋“œ, ๊ทธ๋ž˜ํ”ฝ, ํŒŸ์บ์ŠคํŠธ ์„ค๋ช…์„ ํฌํ•จํ•œ ๋ชจ๋“  ํŒŸ์บ์ŠคํŠธ ์ฝ˜ํ…์ธ ๋Š” Francesco Gadaleta ๋˜๋Š” ํ•ด๋‹น ํŒŸ์บ์ŠคํŠธ ํ”Œ๋žซํผ ํŒŒํŠธ๋„ˆ๊ฐ€ ์ง์ ‘ ์—…๋กœ๋“œํ•˜๊ณ  ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋ˆ„๊ตฐ๊ฐ€๊ฐ€ ๊ท€ํ•˜์˜ ํ—ˆ๋ฝ ์—†์ด ๊ท€ํ•˜์˜ ์ €์ž‘๋ฌผ์„ ์‚ฌ์šฉํ•˜๊ณ  ์žˆ๋‹ค๊ณ  ์ƒ๊ฐ๋˜๋Š” ๊ฒฝ์šฐ ์—ฌ๊ธฐ์— ์„ค๋ช…๋œ ์ ˆ์ฐจ๋ฅผ ๋”ฐ๋ฅด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค https://ko.player.fm/legal.
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Player FM ์•ฑ์œผ๋กœ ์˜คํ”„๋ผ์ธ์œผ๋กœ ์ „ํ™˜ํ•˜์„ธ์š”!

AI Says It Can Compress Better Than FLAC?! Hold My Entropy ๐Ÿฟ (Ep. 268)

21:05
 
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Manage episode 446207196 series 3497898
Francesco Gadaleta์—์„œ ์ œ๊ณตํ•˜๋Š” ์ฝ˜ํ…์ธ ์ž…๋‹ˆ๋‹ค. ์—ํ”ผ์†Œ๋“œ, ๊ทธ๋ž˜ํ”ฝ, ํŒŸ์บ์ŠคํŠธ ์„ค๋ช…์„ ํฌํ•จํ•œ ๋ชจ๋“  ํŒŸ์บ์ŠคํŠธ ์ฝ˜ํ…์ธ ๋Š” Francesco Gadaleta ๋˜๋Š” ํ•ด๋‹น ํŒŸ์บ์ŠคํŠธ ํ”Œ๋žซํผ ํŒŒํŠธ๋„ˆ๊ฐ€ ์ง์ ‘ ์—…๋กœ๋“œํ•˜๊ณ  ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋ˆ„๊ตฐ๊ฐ€๊ฐ€ ๊ท€ํ•˜์˜ ํ—ˆ๋ฝ ์—†์ด ๊ท€ํ•˜์˜ ์ €์ž‘๋ฌผ์„ ์‚ฌ์šฉํ•˜๊ณ  ์žˆ๋‹ค๊ณ  ์ƒ๊ฐ๋˜๋Š” ๊ฒฝ์šฐ ์—ฌ๊ธฐ์— ์„ค๋ช…๋œ ์ ˆ์ฐจ๋ฅผ ๋”ฐ๋ฅด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค https://ko.player.fm/legal.

Can AI really out-compress PNG and FLAC? ๐Ÿค” Or is it just another overhyped tech myth? In this episode of Data Science at Home, Frag dives deep into the wild claims that Large Language Models (LLMs) like Chinchilla 70B are beating traditional lossless compression algorithms. ๐Ÿง ๐Ÿ’ฅ

But before you toss out your FLAC collection, let's break down Shannon's Source Coding Theorem and why entropy sets the ultimate limit on lossless compression.

We explore: โš™๏ธ How LLMs leverage probabilistic patterns for compression ๐Ÿ“‰ Why compression efficiency doesnโ€™t equal general intelligence ๐Ÿš€ The practical (and ridiculous) challenges of using AI for compression ๐Ÿ’ก Can AI actually BREAK Shannonโ€™s limitโ€”or is it just an illusion?

If you love AI, algorithms, or just enjoy some good old myth-busting, this oneโ€™s for you. Don't forget to hit subscribe for more no-nonsense takes on AI, and join the conversation on Discord!

Letโ€™s decode the truth together.
Join the discussion on the new Discord channel of the podcast https://discord.gg/4UNKGf3

Don't forget to subscribe to our new YouTube channel

https://www.youtube.com/@DataScienceatHome

References

Have you met Shannon? https://datascienceathome.com/have-you-met-shannon-conversation-with-jimmy-soni-and-rob-goodman-about-one-of-the-greatest-minds-in-history/

  continue reading

275 ์—ํ”ผ์†Œ๋“œ

Artwork
icon๊ณต์œ 
 
Manage episode 446207196 series 3497898
Francesco Gadaleta์—์„œ ์ œ๊ณตํ•˜๋Š” ์ฝ˜ํ…์ธ ์ž…๋‹ˆ๋‹ค. ์—ํ”ผ์†Œ๋“œ, ๊ทธ๋ž˜ํ”ฝ, ํŒŸ์บ์ŠคํŠธ ์„ค๋ช…์„ ํฌํ•จํ•œ ๋ชจ๋“  ํŒŸ์บ์ŠคํŠธ ์ฝ˜ํ…์ธ ๋Š” Francesco Gadaleta ๋˜๋Š” ํ•ด๋‹น ํŒŸ์บ์ŠคํŠธ ํ”Œ๋žซํผ ํŒŒํŠธ๋„ˆ๊ฐ€ ์ง์ ‘ ์—…๋กœ๋“œํ•˜๊ณ  ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋ˆ„๊ตฐ๊ฐ€๊ฐ€ ๊ท€ํ•˜์˜ ํ—ˆ๋ฝ ์—†์ด ๊ท€ํ•˜์˜ ์ €์ž‘๋ฌผ์„ ์‚ฌ์šฉํ•˜๊ณ  ์žˆ๋‹ค๊ณ  ์ƒ๊ฐ๋˜๋Š” ๊ฒฝ์šฐ ์—ฌ๊ธฐ์— ์„ค๋ช…๋œ ์ ˆ์ฐจ๋ฅผ ๋”ฐ๋ฅด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค https://ko.player.fm/legal.

Can AI really out-compress PNG and FLAC? ๐Ÿค” Or is it just another overhyped tech myth? In this episode of Data Science at Home, Frag dives deep into the wild claims that Large Language Models (LLMs) like Chinchilla 70B are beating traditional lossless compression algorithms. ๐Ÿง ๐Ÿ’ฅ

But before you toss out your FLAC collection, let's break down Shannon's Source Coding Theorem and why entropy sets the ultimate limit on lossless compression.

We explore: โš™๏ธ How LLMs leverage probabilistic patterns for compression ๐Ÿ“‰ Why compression efficiency doesnโ€™t equal general intelligence ๐Ÿš€ The practical (and ridiculous) challenges of using AI for compression ๐Ÿ’ก Can AI actually BREAK Shannonโ€™s limitโ€”or is it just an illusion?

If you love AI, algorithms, or just enjoy some good old myth-busting, this oneโ€™s for you. Don't forget to hit subscribe for more no-nonsense takes on AI, and join the conversation on Discord!

Letโ€™s decode the truth together.
Join the discussion on the new Discord channel of the podcast https://discord.gg/4UNKGf3

Don't forget to subscribe to our new YouTube channel

https://www.youtube.com/@DataScienceatHome

References

Have you met Shannon? https://datascienceathome.com/have-you-met-shannon-conversation-with-jimmy-soni-and-rob-goodman-about-one-of-the-greatest-minds-in-history/

  continue reading

275 ์—ํ”ผ์†Œ๋“œ

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