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Apple Intelligence for Masterminds · LearnSpace
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courseraПрограммирование

Apple Intelligence for Masterminds

Курс от Packt
Средний≈ 15.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. This course equips you with the skills to develop intelligent iOS apps using Apple’s tools, starting with the essentials of app development, Xcode, and setting up your environment. You’ll dive into machine learning and AI models, integrating tools like Vision Framework, Core ML, and Siri to create advanced app features. As you progress, you’ll explore real-world applications like image, video, and audio analysis, natural language processing, and neural network integration. You’ll also learn to implement external tools like OpenAI and Cloudflare for enhanced app functionality. Each module builds on the last, ensuring a well-rounded understanding of app development with AI. This course is designed for intermediate developers, this course requires a foundational knowledge of Swift and Apple’s tools. By the end, you’ll be able to integrate machine learning into your apps, build intelligent features, and create advanced iOS applications.

Навыки, которые вы освоите

Applied Machine LearningArtificial Intelligence and Machine Learning (AI/ML)AI IntegrationsApple XcodeSwift ProgrammingImage AnalysisOpenAIComputer VisionNatural Language ProcessingApple iOSApplication DevelopmentiOS DevelopmentOpenAI APIMachine Learning MethodsLarge Language ModelingKnowledge of Apple SoftwareMachine Learning SoftwareApple Hardware proficiencyLLM ApplicationMachine Learning

Программа курса

11 модулей · 120 учебных материалов

01Course Introduction and App Development5 материалов

Course Introduction and App Development

Course IntroductionВидеоFull Course ResourcesЧтениеApp Development - RequirementsВидеоSetupВидео

Учитесь у экспертов

Packt - Course Instructors

Преподаватель курса

Apple Intelligence for Masterminds
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 15.1 ч

11 модулей

Язык: Английский

Часть программы вашего университета
XcodeВидео
02Apple Intelligence7 материалов

Apple Intelligence

Apple Intelligence - OverviewВидеоIntroduction to Artificial IntelligenceВидеоModelsВидеоModel ArchitectureВидеоApple ModelsВидеоUnderstanding Artificial Neural Networks and Apple IntelligenceDIALOGUEApple IntelligenceЗадание
03Xcode6 материалов

Xcode

Code CompletionВидеоCoding AssistantВидеоExternal ModelsВидеоLocal ModelsВидеоMastering Code Completion and Coding Assistant in XcodeDIALOGUEXcodeЗадание
04Integrated Tools9 материалов

Integrated Tools

Tools - Image PlaygroundВидеоImage CreatorВидеоGenmojisВидеоStoring GenmojisВидеоAdvanced Implementation - Part 1ВидеоWriting ToolsВидеоAdvanced Implementation - Part 2ВидеоIntegrating Image Generation and Genmoji with SwiftUI and UIKitDIALOGUEIntegrated ToolsЗадание
05Foundation Models Framework13 материалов

Foundation Models Framework

Foundation Models Framework - SessionВидеоInstructionsВидеоStreamingВидеоSamplingВидеоGuided GenerationВидеоDynamic SchemasВидеоTool CallingВидеоAvailabilityВидеоErrorsВидеоStoring SessionsВидеоAdaptorsВидеоUnderstanding and Managing Foundation Model Sessions in Apple IntelligenceDIALOGUEFoundation Models FrameworkЗадание
06Text Models9 материалов

Text Models

Natural Language - Language RecognizerВидеоTokenizerВидеоTaggerВидеоEmbeddingsВидеоTranslation InterfaceВидеоTranslation TasksВидеоBatch TranslationВидеоExploring Apple's Natural Language Framework for Language Detection and Translation DIALOGUEText ModelsЗадание
07Vision Framework15 материалов

Vision Framework

OverviewВидеоImage Analysis - Image ClassificationВидеоAttention Based SaliencyВидеоImage AestheticsВидеоBarcode DetectionВидеоText Analysis - Text RecognitionВидеоDocument RecognitionВидеоHuman Body Analysis - Face DetectionВидеоBody DetectionВидеоHand DetectionВидеоCore ImageВидеоBarcodesВидеоPerson SegmentationВидеоBuilding Image Analysis Workflows with the Vision FrameworkDIALOGUEVision FrameworkЗадание
08Audio Models14 материалов

Audio Models

Sound Processing - Speech AnalyzerВидеоFile TranscriptionВидеоLive TranscriptionВидеоTranslating SpeechВидеоVoice SynthesizerВидеоVoice ConfigurationВидеоVoice SelectionВидеоPremium VoicesВидеоControlling the SynthesizerВидеоSound AnalysisВидеоAudio File AnalysisВидеоLive Audio AnalysisВидеоImplementing Speech Recognition and Sound Analysis in Apple FrameworksDIALOGUEAudio ModelsЗадание
09Siri10 материалов

Siri

App Intents Framework - App IntentsВидеоApp ShortcutsВидеоDialogВидеоParametersВидеоErrorsВидеоApp EntityВидеоSnippet ViewВидеоSiri TipsВидеоDesigning App Intents and Shortcuts for Siri IntegrationDIALOGUESiri AssignmentЗадание
10Additional Models14 материалов

Additional Models

Custom Models - Create MLВидеоCore MLВидеоPre-trained ModelsВидеоExternal Models - OpenAIВидеоAPI KeyВидеоAPIВидеоCloudflareВидеоWorkersВидеоWranglerВидеоOpenAI LibraryВидеоImplementationВидеоAI GatewayВидеоBuilding and Integrating Custom Machine Learning Models with Create ML and Cloudflare WorkersDIALOGUEAdditional ModelsЗадание
11Neural Networks18 материалов

Neural Networks

How Neural Networks Work - Network ArchitectureВидеоTraining CycleВидеоForward PropagationВидеоError FunctionsВидеоBack PropagationВидеоOptimizationВидеоTrainingВидеоMLX FrameworkВидеоNetwork DataВидеоForward PropagationВидеоLoss FunctionsВидеоBack PropagationВидеоOptimizationВидеоNetwork ArchitectureВидеоTrainingВидеоNeural NetworksЗаданиеFull courseЗаданиеFull courseЗадание