azad-academy / DL-Convolutions

A GUI Visualization Tool with Explanation and Implementation of 1D/2D Convolutions.

Understanding Convolution and Feature Extraction in Deep Networks

1D Convolutions

2D Convolutions

Feature Extraction

Visualization Tool

Requirements

• Python 3
• Numpy

Running The Notebook

• Open the Notebook in Google Colab or local jupyter server
• Install the requirements
• Restart the kernel if necessary

The tutorial 📃

The full tutorial is available on following links:

On Medium:

https://azad-wolf.medium.com/why-convolve-understanding-convolution-and-feature-extraction-in-deep-networks-ee45d1fdd17c

On Substack:

https://azadwolf.substack.com/p/why-convolve-understanding-convolution?sd=pf