Machine learning

Cat Dog Classification

CNN regularization comparison

Implemented CNN models with and without pooling and dropout layers, demonstrating regularization techniques.

Problem

Show how pooling and dropout change a CNN's behaviour.

Approach

CNN models with and without pooling and dropout layers
Side-by-side comparison of the regularization effect

Cat Dog Classification workflow: 2 stages from input to result — Workflow

Results

Clear comparison of regularization techniques

Stack

Python
TensorFlow
Keras
CNN

By Muzammil Nawaz Khan, AI Engineer.