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AI Says It Can Compress Better Than FLAC?! Hold My Entropy ๐ฟ (Ep. 268)
Manage episode 446207196 series 3497898
Can AI really out-compress PNG and FLAC? ๐ค 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. ๐ง ๐ฅ
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: โ๏ธ How LLMs leverage probabilistic patterns for compression ๐ Why compression efficiency doesnโt equal general intelligence ๐ The practical (and ridiculous) challenges of using AI for compression ๐ก Can AI actually BREAK Shannonโs limitโor is it just an illusion?
If you love AI, algorithms, or just enjoy some good old myth-busting, this oneโs for you. Don't forget to hit subscribe for more no-nonsense takes on AI, and join the conversation on Discord!
Letโs 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/
275 ์ํผ์๋
Manage episode 446207196 series 3497898
Can AI really out-compress PNG and FLAC? ๐ค 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. ๐ง ๐ฅ
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: โ๏ธ How LLMs leverage probabilistic patterns for compression ๐ Why compression efficiency doesnโt equal general intelligence ๐ The practical (and ridiculous) challenges of using AI for compression ๐ก Can AI actually BREAK Shannonโs limitโor is it just an illusion?
If you love AI, algorithms, or just enjoy some good old myth-busting, this oneโs for you. Don't forget to hit subscribe for more no-nonsense takes on AI, and join the conversation on Discord!
Letโs 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/
275 ์ํผ์๋
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