Apple Intelligence for Masterminds

Discover how AI models work and harness the power of Apple Intelligence to create chatbots, translate text, generate images, transcribe spoken audio, recognize text in documents, enhance user writing, process images, identify human poses and gestures, access external models from top companies like OpenAI, and use coding assistants and agents to take your applications to the next level.



After reading this book, you will know how to work with Apple Intelligence and Siri, integrate on-device models for fast and private intelligence, and connect to powerful external model providers such as OpenAI to bring ChatGPT-level capabilities into your applications.



Artificial intelligence is already transforming how software is built and how users interact with technology. Developers who understand how to apply it effectively gain a decisive advantage. This book teaches you how to use artificial intelligence not as a gimmick, but as a practical tool to enhance functionality, automate complex workflows, and deliver intelligent experiences to your users.



With this book, you will learn:


How artificial neural networks work

How Apple Intelligence works

How to implement Apple's on device models to take your applications to the next level

How to access OpenAI models to incorporate ChatGPT level intelligence into your apps

How to train your own models

How to build a neural network from scratch

How to train a neural network with the MLX framework

and more!


Chapter 1

Requirements

Setup


Chapter 2

Introduction to Apple Intelligence

Introduction to Artificial Intelligence

Artificial Neural Networks

Model Architectures

Apple Models


Chapter 3

Code Completion

Coding Assistant

External and Local Models


Chapter 4

Image Playground

Genmojis

Writing Tools


Chapter 5

Local Large Language Models

Foundation Models Framework


Chapter 6

Language Recognizer

Tokenizer, Tagger and Embeddings

Translation Framework


Chapter 7

Vision Framework

Image Classification

Barcode Detection

Text Recognition

Document Recognition

Face, Body and Hand Detection

Person Segmentation


Chapter 8

Speech Analyzer

Voice Synthesizer

Sound Analysis


Chapter 9

Siri


Chapter 10

Create ML and Core ML

Cloudflare

Access to OpenAI GPT Models


Chapter 11

How Neural Networks Work

Network Architecture

Network Training and Optimization

Forward Propagation, Backpropagation, and Gradient Descent

MLX Framework