Data Science Decoded

Data Science #3 - "A Mathematical Theory of Communication" (1948), Shannon, C. E. Part - 1


Listen Later

Shannon, Claude Elwood. "A mathematical theory of communication." The Bell system technical journal 27.3 (1948): 379-423.

Part 1/3.
The paper fundamentally reshapes how we understand communication.
The paper introduces a formal framework for analyzing communication systems, addressing the transmission of information with and without noise. Key concepts include the definition of information entropy, the logarithmic measure of information, and the capacity of communication channels.
Shannon demonstrates that information can be efficiently encoded and decoded to maximize the transmission rate while minimizing errors introduced by noise. This work is pivotal today as it underpins digital communication technologies, from data compression to error correction in modern telecommunication systems.
Full breakdown of the paper with math and python code is at our website:
https://datasciencedecodedpodcast.com...
This is the first part out of 3, as the paper is quite long!

View all episodesView all episodes
Download on the App Store

Data Science DecodedBy Mike E

  • 3
  • 3
  • 3
  • 3
  • 3

3

3 ratings


More shows like Data Science Decoded

View all
Science Friday by Science Friday and WNYC Studios

Science Friday

6,046 Listeners

More or Less: Behind the Stats by BBC Radio 4

More or Less: Behind the Stats

868 Listeners

Quanta Science Podcast by Quanta Magazine

Quanta Science Podcast

456 Listeners

Hidden Brain by Hidden Brain, Shankar Vedantam

Hidden Brain

43,406 Listeners

Space Nuts: Astronomy Insights & Cosmic Discoveries by Professor Fred Watson and Andrew Dunkley

Space Nuts: Astronomy Insights & Cosmic Discoveries

227 Listeners

Something You Should Know by Mike Carruthers | OmniCast Media

Something You Should Know

4,228 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

295 Listeners

The Daily by The New York Times

The Daily

112,814 Listeners

Practical AI by Practical AI LLC

Practical AI

196 Listeners

The Origins Podcast with Lawrence Krauss by Lawrence M. Krauss

The Origins Podcast with Lawrence Krauss

490 Listeners

The Supermassive Podcast by The Royal Astronomical Society

The Supermassive Podcast

284 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

92 Listeners

The Ancients by History Hit

The Ancients

2,816 Listeners

The Rest Is Politics by Goalhanger

The Rest Is Politics

3,103 Listeners

The Bull - Il tuo podcast di finanza personale by Riccardo Spada

The Bull - Il tuo podcast di finanza personale

18 Listeners