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Can AI really out-compress PNG and FLAC? š¤ 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. š§ š„
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: āļø How LLMs leverage probabilistic patterns for compression š Why compression efficiency doesnāt equal general intelligence š The practical (and ridiculous) challenges of using AI for compression š” Can AI actually BREAK Shannonās limitāor is it just an illusion?
If you love AI, algorithms, or just enjoy some good old myth-busting, this oneās for you. Don't forget to hit subscribe for more no-nonsense takes on AI, and join the conversation on Discord!
Letās decode the truth together.
Ā
Don't forget to subscribe to our new YouTube channelĀ
https://www.youtube.com/@DataScienceatHome
Ā
Ā
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/
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By Francesco Gadaleta4.2
7171 ratings
Can AI really out-compress PNG and FLAC? š¤ 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. š§ š„
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: āļø How LLMs leverage probabilistic patterns for compression š Why compression efficiency doesnāt equal general intelligence š The practical (and ridiculous) challenges of using AI for compression š” Can AI actually BREAK Shannonās limitāor is it just an illusion?
If you love AI, algorithms, or just enjoy some good old myth-busting, this oneās for you. Don't forget to hit subscribe for more no-nonsense takes on AI, and join the conversation on Discord!
Letās decode the truth together.
Ā
Don't forget to subscribe to our new YouTube channelĀ
https://www.youtube.com/@DataScienceatHome
Ā
Ā
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/
Ā
Ā

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