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Machine Learning with Swift

Machine Learning with Swift

By : Alexander Sosnovshchenko , Jojo Moolayil, Oleksandr Baiev
3 (1)
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Machine Learning with Swift

Machine Learning with Swift

3 (1)
By: Alexander Sosnovshchenko , Jojo Moolayil, Oleksandr Baiev

Overview of this book

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.
Table of Contents (14 chapters)
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What this book covers

Chapter 1, Getting Started with Machine Learning, teaches the main concepts of machine learning.

Chapter 2, Classification – Decision Tree Learning, builds our first machine learning application.

Chapter 3, K-Nearest Neighbors Classifier, continues exploring classification algorithms, and we learn about instance-based learning algorithms.

Chapter 4, K-Means Clustering, continues with instance-based algorithms, this time focusing on an unsupervised clustering task.

Chapter 5, Association Rule Learning, explores unsupervised learning more deeply. 

Chapter 6, Linear Regression and Gradient Descent, returns to supervised learning, but this time we switch our attention from non-parametric models, such as KNN and k-means, to parametric linear models.

 Chapter 7, Linear Classifier and Logistic Regression, continues by building different, more complex models on top of linear regression: polynomial regression, regularized regression, and logistic regression.

Chapter 8, Neural Networks, implements our first neural network.

Chapter 9, Convolutional Neural Networks, continues NNs, but this time we focus on convolutional NNs, which are especially popular in the computer vision domain.

Chapter 10, Natural Language Processing, explores the amazing world of human natural language. We're also going to use neural networks to build several chatbots with different personalities.

Chapter 11, Machine Learning Libraries, overviews existing iOS-compatible libraries for machine learning. 

Chapter 12, Optimizing Neural Networks for Mobile Devices, talks about deep neural network deployment on mobile platforms.

Chapter 13, Best Practices, discusses a machine learning app's life cycle, common problems in AI projects, and how to solve them. 

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