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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

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Product type Paperback
Published in Sep 2021
Publisher Packt
ISBN-13 9781800208100
Length 340 pages
Edition 1st Edition
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Author (1):
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Mark Ryan Mark Ryan
Author Profile Icon Mark Ryan
Mark Ryan
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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

Test your knowledge

Of the four application areas that fastai explicitly supports (tabular, text, recommender systems, and image/vision), fastai provides the most thorough support for creating models that work with image datasets. In this chapter, we have just scratched the surface of what you can do with fastai and image datasets. In this section, you will get a chance to dig a bit deeper into one of the fastai image dataset recipes from this chapter.

Getting ready

Ensure that you have followed the Training a multi-image classification model with a curated vision dataset recipe. In this section, you will be adapting the notebook you worked through in that recipe to try some new variations on deep learning with image datasets.

How to do it…

You can follow the steps in this section to try some variations on the image classification model that you trained with the PASCAL_2007 dataset in the Training a multi-image classification model with a curated vision dataset recipe...

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