Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Deep Learning with fastai Cookbook

You're reading from   Deep Learning with fastai Cookbook Leverage the easy-to-use fastai framework to unlock the power of deep learning

Arrow left icon
Product type Paperback
Published in Sep 2021
Publisher Packt
ISBN-13 9781800208100
Length 340 pages
Edition 1st Edition
Languages
Tools
Arrow right icon
Author (1):
Arrow left icon
Mark Ryan Mark Ryan
Author Profile Icon Mark Ryan
Mark Ryan
Arrow right icon
View More author details
Toc

Table of Contents (10) Chapters Close

Preface 1. Chapter 1: Getting Started with fastai 2. Chapter 2: Exploring and Cleaning Up Data with fastai FREE CHAPTER 3. Chapter 3: Training Models with Tabular Data 4. Chapter 4: Training Models with Text Data 5. Chapter 5: Training Recommender Systems 6. Chapter 6: Training Models with Visual Data 7. Chapter 7: Deployment and Model Maintenance 8. Chapter 8: Extended fastai and Deployment Features 9. Other Books You May Enjoy

Exploring a curated image location dataset

Back in Chapter 2, Exploring and Cleaning Up Data with fastai, we went through the process of ingesting and exploring a variety of datasets using fastai.

In this section, we are going to explore a special curated image dataset called COCO_TINY. This is an image location dataset. Unlike the CIFAR dataset that we used in the Training a classification model with a simple curated vision dataset recipe, which had a single labeled object in each image, the images in image location datasets are labeled with bounding boxes (which indicate where in the image a particular object occurs) as well as the name of the object. Furthermore, images in the COCO_TINY dataset can contain multiple labeled objects, as shown here:

Figure 6.17 – Labeled image from an image location dataset

In the recipe in this section, we'll ingest the dataset and apply its annotation information to create a dataloaders object for the dataset...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at AU $24.99/month. Cancel anytime