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Deep Learning By Example

You're reading from  Deep Learning By Example

Product type Book
Published in Feb 2018
Publisher Packt
ISBN-13 9781788399906
Pages 450 pages
Edition 1st Edition
Languages
Toc

Table of Contents (18) Chapters close

Preface 1. Data Science - A Birds' Eye View 2. Data Modeling in Action - The Titanic Example 3. Feature Engineering and Model Complexity – The Titanic Example Revisited 4. Get Up and Running with TensorFlow 5. TensorFlow in Action - Some Basic Examples 6. Deep Feed-forward Neural Networks - Implementing Digit Classification 7. Introduction to Convolutional Neural Networks 8. Object Detection – CIFAR-10 Example 9. Object Detection – Transfer Learning with CNNs 10. Recurrent-Type Neural Networks - Language Modeling 11. Representation Learning - Implementing Word Embeddings 12. Neural Sentiment Analysis 13. Autoencoders – Feature Extraction and Denoising 14. Generative Adversarial Networks 15. Face Generation and Handling Missing Labels 16. Implementing Fish Recognition 17. Other Books You May Enjoy

Summary

In this chapter, we have covered the intuition and the technical details of how CNNs work. we also had a look at how to implement a basic architecture of a CNN in TensorFlow.

In the next chapter we'll demonstrate more advanced architectures that could be used for detecting objects in one of the image datasets widely used by data scientists. We'll also see the beauty of CNNs and how they come to mimic human understanding of objects by first realizing the basic features of objects and then building up more advanced semantic features on them to come up with a classification for them. Although this process happens very quickly in our minds, it is what actually happens when we recognize objects.

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