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Електронні книги ProgramowanieДеталі електронної книги: Machine Learning with Swift. Artificial Intelligence...
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Machine Learning with Swift. Artificial Intelligence for iOS
Alexander Sosnovshchenko, Oleksandr Baiev
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EЛЕКТРОННА КНИГА
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Machine learning as a field promises to bring increased intelligence to the software by helping us learn and analyse information efficiently and discover certain patterns that humans cannot. This book will be your guide as you embark on an exciting journey in machine learning using the popular Swift language.
We’ll start with machine learning basics in the first part of the book to develop a lasting intuition about fundamental machine learning concepts. We explore various supervised and unsupervised statistical learning techniques and how to implement them in Swift, while the third section walks you through deep learning techniques with the help of typical real-world cases. In the last section, we will dive into some hard core topics such as model compression, GPU acceleration and provide some recommendations to avoid common mistakes during machine learning application development.
By the end of the book, you'll be able to develop intelligent applications written in Swift that can learn for themselves.
We’ll start with machine learning basics in the first part of the book to develop a lasting intuition about fundamental machine learning concepts. We explore various supervised and unsupervised statistical learning techniques and how to implement them in Swift, while the third section walks you through deep learning techniques with the help of typical real-world cases. In the last section, we will dive into some hard core topics such as model compression, GPU acceleration and provide some recommendations to avoid common mistakes during machine learning application development.
By the end of the book, you'll be able to develop intelligent applications written in Swift that can learn for themselves.
- 1. Getting started with Machine Learning
- 2. Decision Tree Learning
- 3. K-Neares Neighbor Classifier
- 4. Clustering
- 5. Rule learning
- 6. Linear Regression and Gradient Descent
- 7. Logistic Regression
- 8. Neural Networks
- 9. Convolutional Neural Networks and Computer Vision
- 10. Word Embeddings and Natural Language Processing
- 11. Machine Learning Libraries
- 12. Optimizing neural networks for mobile devices
- 13. Best Practices
- Назва:Machine Learning with Swift. Artificial Intelligence for iOS
- Автор:Alexander Sosnovshchenko, Oleksandr Baiev
- Оригінальна назва:Machine Learning with Swift. Artificial Intelligence for iOS
- ISBN:9781787123526, 9781787123526
- Дата видання:2018-02-28
- Формат:Eлектронна книга
- Ідентифікатор видання: e_156p
- Видавець: Packt Publishing
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