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Machine Learning with Swift

You're reading from   Machine Learning with Swift Artificial Intelligence for iOS

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Product type Paperback
Published in Feb 2018
Publisher Packt
ISBN-13 9781787121515
Length 378 pages
Edition 1st Edition
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Authors (3):
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Jojo Moolayil Jojo Moolayil
Author Profile Icon Jojo Moolayil
Jojo Moolayil
Oleksandr Baiev Oleksandr Baiev
Author Profile Icon Oleksandr Baiev
Oleksandr Baiev
Alexander Sosnovshchenko Alexander Sosnovshchenko
Author Profile Icon Alexander Sosnovshchenko
Alexander Sosnovshchenko
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Table of Contents (14) Chapters Close

Preface 1. Getting Started with Machine Learning FREE CHAPTER 2. Classification – Decision Tree Learning 3. K-Nearest Neighbors Classifier 4. K-Means Clustering 5. Association Rule Learning 6. Linear Regression and Gradient Descent 7. Linear Classifier and Logistic Regression 8. Neural Networks 9. Convolutional Neural Networks 10. Natural Language Processing 11. Machine Learning Libraries 12. Optimizing Neural Networks for Mobile Devices 13. Best Practices

Choosing a deep learning framework

Choosing the correct deep learning framework is important to get the optimal speed and model size you desire. There are several things to consider—overhead, added by the library, GPU acceleration, do you need training or inference only?, in which framework existing solutions were implemented.

You should understand that you don't always need GPU acceleration. Sometimes, SIMD/Accelerate is more than enough to implement neural networks that do inference in real-time.

Sometimes, you have to consider whether the calculations are going to be done on the client side, on the server side, or if they will be balanced between both. Try to do benchmarks with an extreme number of records, and test them with different devices.

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