Subjects / Information theory

Best books to learn Information theory, in order

Information theory rests on one idea, entropy, that reframes everything after it, so it must be built carefully first. A good path starts with probability and Shannon's definition of information, then develops source coding and compression, and reaches channel capacity and error-correcting codes last, where the elegant theorem that reliable communication is possible over a noisy channel finally lands.

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Reading paths for information theory

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Frequently asked questions

How should I approach learning information theory?
Information theory rests on one idea, entropy, that reframes everything after it, so it must be built carefully first. A good path starts with probability and Shannon's definition of information, then develops source coding and compression, and reaches channel capacity and error-correcting codes last, where the elegant theorem that reliable communication is possible over a noisy channel finally lands.
What's a good book to start information theory with?
A strong starting point is The Information by James Gleick. The ordered reading paths above show exactly where it fits and what to read next.
What should I read after information theory?
Once you have the fundamentals, explore closely related subjects like Inorganic chemistry, Cognitive science, Pharmacology.

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