AI-Accelerated Product Development
Total time needed:
The user of this short list will be able to understand the concepts related to convolution, cross-correlation and Toeplitz matrix
Potential Use Cases
You are looking to understand the mathematical foundations for Deep Learning
Who is This For ?
Deep Learning practitioners interested in Mathematical foundations
Click on each of the following
to see details.
1. Toeplitz Matrix
What is a Toeplitz Matrix?
How we can represent the convolution operation?
3. Convolution Example
Concept of convolution
4. Convolution Examples and the Convolution integral
How to represent the convolution operation?
How to implement the convolution operation in python?
5. The Convolution Operation
What is convolution?
What is a kernel?
What is cross-correlation?
What is a Toeplitz matrix?
6. Convolution vs Cross Correlation
What's the difference between cross-correlation and convolution?
7. Convolution Neural Networks Explained
Implementation of Matrix Multiplication