Artificial Intelligence

Chapter 6

Deep Learning for Drawing Insights from Patient Data for Diagnosis and Treatment

Dinesh Kumar and Dharmendra Sharma

University of Canberra

CONTENTS

6.1     Introduction

6.2     Convolutional Neural Networks

6.3     Skin Lesion Classification Problem

6.3.1     The HAM10000 Image-Based Skin Cancer Dataset and Its Characteristics

6.3.2     CNN Approaches to Skin Cancer Classification

6.3.2.1     Using Pre-Trained Model and Freezing Its Weights

6.3.2.2     End-to-End Training Using Pre-Trained Model Weights

6.4     Transfer Learning on HAM10000 Dataset

6.4.1     Pre-Processing HAM10000 Dataset

6.4.1.1     Establishing Train and Test Sets

6.4.1.2     Data Augmentation

6.4.2     VGG16 Model for HAM10000 Dataset

6.4.3     Model Training