Applied Deep Learning with Keras

Chapter 8

Transfer Learning and Pre-Trained Models

Learning Objectives

By the end of this chapter, you will be able to:

• Explain transfer learning and pre-trained models
• Apply feature extraction to pre-trained models
• Use pre-trained models for image classification
• Apply fine-tuning to pre-trained models

In this chapter, we will learn about transfer learning and pre-train sets. Then, we will apply feature extraction to pre-trained models. We will use these pre-trained models to classify images. Lastly, we will apply fine tuning on pre-trained models.

Introduction

In the previous chapter, we learned how to create a convolutional neural network (CNN) from scratch with Keras. However, in real-world projects, you almost never code a convolutional ...