Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Introduction to Information Theory Tutorial

Complexity Explorer via YouTube

Overview

Coursera Flash Sale
40% Off Coursera Plus for 3 Months!
Grab it
Learn the fundamental concepts of information theory through a comprehensive tutorial series covering the mathematical foundations of measuring and quantifying information. Explore how information is measured in bits, understand the relationship between information and probability, and master the concept of entropy as a measure of uncertainty. Discover how bits are used for counting and labeling, examine the physical forms that information can take, and delve into the fundamental formula that underlies all of information theory. Study computation and logic in information processing systems, analyze mutual information between different sources, and understand communication capacity limits in various channels. Examine Shannon's groundbreaking coding theorem that establishes the theoretical limits of data compression and error-free communication, and explore the diverse ways information can be measured across different contexts and applications.

Syllabus

Information Theory Tutorial: Measuring Information Bits
Information Theory Tutorial: Adding Up Bits
Information Theory Tutorial: Bits To Count And Label
Information Theory Tutorial: Physical Forms Of Information
Information Theory Tutorial: Entropy
Information Theory Tutorial: Information And Probability
Information Theory Tutorial: The Fundamental Formula Of Information Theory
Information Theory Tutorial: Computation and Logic Information Processing
Information Theory Tutorial: Mutual Information
Information Theory Tutorial: Communication Capacity
Information Theory Tutorial: Shannons Coding Theorem
Information Theory Tutorial: The Manifold Things Information Measures

Taught by

Complexity Explorer

Reviews

Start your review of Introduction to Information Theory Tutorial

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.