Basics of Optimal Prefix Codes and Sampling Theory for AI
What you'll learn
- You will learn about Prefix Codes and Optimal Prefix Codes in Graph Theory
- Optimal Prefix Code Calculator is illustrated- College Discrete Mathematics Students can use this.
- You will learn how to create an Optimal Tree with minimum weight-College Discrete Mathematics with examples
- Coding and Decoding is illustrated-Foundations for College Discrete Mathematics
- You'll be introduced to the Sum and Product Rule in Combinatorics.
- Learn the basics of Sampling Theory and how to use the Normal Distribution table
- Learn how to check if the given hypothesis is unbiased or not using probable limits and standard error.
Requirements
- Basic knowledge of Graph Theory which can be accessed by my course"Beginner's Guide to Graph Theory"
Description
A beginner's guide to Optimal Prefix Codes. This course should answer your basic questions about prefix codes. I am Suman Mathews, a math educator teaching mathematics for three decades.
Optimal Prefix Codes
A sequence consisting of only 0 and 1 is called a binary sequence. A binary sequence is used as a code for messages sent through certain channels. Now the question is, how do we decode the sequence correctly?
Given a binary sequence, a prefix code is a code, say, P, in which no sequence can be the prefix of any other sequence in that code. Prefix codes are represented by binary trees, as can be seen in the course.
We assign the symbol 0 to every edge that is directed towards the child in the left and the symbol 1 to every edge that is directed towards the child in the right. The concept of parent and child is explained during the course. My students just love it.
What is a weighted binary tree?
If we assign positive integers to the leaves of a binary tree, you get a weighted binary tree. A tree which carries the minimum weight is called an optimal binary tree.
If we assign a prefix code for the symbols representing the leaves so that we get an optimal binary tree, that prefix code is called the optimal prefix code. You'll learn a number of questions where you can construct an optimal prefix code for a string.
As a sequel to this course, you'll learn the sum and product rule. Note that sum stands for 'OR' and product stands for 'AND'.
Bonus-Understanding Sampling Theory. Learn how to calculate the expected mean and standard deviation and also learn how to use the Normal Distribution table.
Learn how to check if the given hypothesis is unbiased using probable limits and standard error.
You'll get introduced to Scatter Plots and Residuals and how to interpret them. This is AP Statistics.
I hope this course helps you! Share this with other students who may need this. Thank you!
Who this course is for:
- This is a College Discrete Mathematics Course with examples. Optimal binary prefix codes for Engineering is discussed here.
Instructor
- 3.9 Instructor Rating
- 16 Reviews
- 3,197 Students
- 18 Courses
I have been a mathematics educator for over 25 years teaching mathematics both at the high school and graduate level. Presenting a set of courses on Class 11 and 12 maths and College maths.
These courses are designed to help you understand the basic nuances of Mathematics. Each topic in mathematics is like a language which makes sense, only if it is understood. My mission in each of these courses is to help any student understand the subject better and develop a liking for Mathematics.
The courses are self explanatory. A lot of importance is given to problem solving
You can contact me for any feedback about course topics. I would love to hear from you!