Apple Intelligence for Masterminds: How to Create Intelligent Applications for iPhones, iPads and Macs

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 workHow Apple Intelligence worksHow to implement Apple's on device models to take your applications to the next levelHow to access OpenAI models to incorporate ChatGPT level intelligence into your apps.How to train your own modelsHow to build a neural network from scratchHow to train a neural network with the MLX frameworkand more!Chapter 1RequirementsSetupChapter 2Introduction to Apple IntelligenceIntroduction to Artificial IntelligenceArtificial Neural NetworksModel ArchitecturesApple ModelsChapter 3Code Completion Coding AssistantExternal and Local ModelsChapter 4Image PlaygroundGenmojisWriting ToolsChapter 5Local Large Language ModelsFoundation Models FrameworkChapter 6Language RecognizerTokenizer, Tagger and EmbeddingsTranslation FrameworkChapter 7Vision FrameworkImage ClassificationBarcode DetectionText RecognitionDocument RecognitionFace, Body and Hand DetectionPerson SegmentationChapter 8Speech AnalyzerVoice SynthesizerSound AnalysisChapter 9SiriChapter 10Create ML and Core MLCloudflareAccess to OpenAI GPT ModelsChapter 11How Neural Networks WorkNetwork ArchitectureNetwork Training and OptimizationForward Propagation, Backpropagation, and Gradient DescentMLX Framework Read more