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Multimodal and cross-modal AI integrations · LearnSpace
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courseraПрограммирование

Multimodal and cross-modal AI integrations

Курс от Microsoft
Средний≈ 20.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Learn to build AI that sees, hears, and understands the world in an integrated way. This course takes you beyond single-modality models, teaching you to architect applications that connect different data types like text, images, and speech. Starting with text-to-image generation, you will progress to integrating various AI components and orchestrating the full power of Azure AI Services to build sophisticated, cross-modal solutions. By the end, you'll be equipped to design the next generation of intelligent, multi-faceted AI applications.

Навыки, которые вы освоите

AI IntegrationsAI OrchestrationMicrosoft AzurePrompt EngineeringComputer VisionApplication DesignGenerative AIAI WorkflowsSoftware ArchitectureLLM ApplicationModel OptimizationPrompt PatternsImage AnalysisMultimodal PromptsOpenAI API

Программа курса

4 модулей · 75 учебных материалов

01Multimodal AI component integration21 материалов

Basics of multimodal AI integration

Introduction to Microsoft Generative AI engineering certificationВидеоIntroduction to multimodal and cross-modal integrations courseВидеоCourse syllabus and recommended backgroundЧтениеUnderstanding multimodal AIВидео

Учитесь у экспертов

Microsoft

Преподаватель курса

Multimodal and cross-modal AI integrations
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Обучение на Coursera

≈ 20.9 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Пушту, Индонезийский, Испанский, Дари, Японский

Часть программы вашего университета
Components of multimodal AI setupЧтение
Visualizing a multimodal workflowЧтение
First steps with a true multimodal modelЗадание
Architectural choices in multimodal AI: Single model vs. chained pipelinesЧтение
Building your first multimodal pipelineЗадание
Analyzing your first multimodal integrationЧтение
Multimodal integration: Practice QuizЗадание

Advanced multimodal techniques

Advanced integration strategies and use casesЧтениеAdvanced multimodal applicationsВидеоBuilding a multimodal systemЗаданиеInsights on advanced multimodal AIЧтениеArchitecting a complex multimodal solutionЗаданиеAdvanced multimodal skills: Practice QuizЗаданиеBalancing performance and pragmatism in multimodal designDIALOGUECase study: Designing a multimodal product searchЧтениеModule 1 evaluation: Graded QuizЗаданиеModule 1 summary: From architectural theory to practical integrationЧтение
02Text-to-image generation16 материалов

Introduction to text-to-image models

Module 2 introduction: From words to worlds with text-to-image modelsВидеоFrom text to image in practiceВидеоExploration of text-to-image practicesЧтениеText-to-image model comparisonsВидеоGenerating and refining images with text-to-image promptsЗаданиеInsights from text-to-image applicationsЧтениеText-to-image skills: Practice QuizЗадание

Enhancing text-to-image techniques

Advanced text-to-image techniquesЧтениеMastering text-to-image controlВидеоSynthesizing advanced text-to-image workflowsЗаданиеAdvanced text-to-image insightsЧтениеSolving text-to-image challenges: Practice QuizЗаданиеBeyond the prompt: Expert-level refinementDIALOGUE
03Cross-modal applications with Azure AI vision21 материалов

Introduction to cross-modal techniques

An overview of the Azure AI services toolkitВидеоModule 3 introduction: The multiple applications of Azure AI VisionВидеоBringing sight to your applications with Azure AI VisionВидеоGetting started with Azure AI VisionВидеоPrototyping vs. production: The role of Vision StudioЧтениеExploring cross-modal features in Vision StudioВидеоExploring cross-modal techniquesЗаданиеCross-modal AI implementation insightsЧтениеExtract text from imagesЗаданиеInterpreting OCR results with the SDKЧтениеCross-modal techniques quiz: Practice QuizЗадание

Advanced techniques for cross-modal AI

Advanced strategies for cross-modal AIЧтениеRefining cross-modal applicationsВидеоChaining vision skills with the Python SDKЗаданиеOptimizing multimodal workflowsЧтениеExtending a multimodal applicationЗаданиеAdvanced cross-modal skills: Practice QuizЗадание
04Advanced AI integration with Azure services17 материалов

Utilizing Azure AI services for integration

Module 4 introduction: Building an end-to-end solutionВидеоOrchestrating Azure AI services: A demonstrationВидеоIntegrating Azure AI servicesЧтениеSetting up your environment for integrationВидеоIntegrating Vision with the language serviceЗаданиеManaging multimodal workflowsЧтениеDesigning multimodal workflows: Practice QuizЗадание

Developing seamless multi-modal solutions

Adding speech to your applicationЧтениеDemonstrating text-to-speech with the SDKВидеоBuilding an end-to-end multimodal applicationЗаданиеAnalyzing your end-to-end applicationЧтениеAnalyzing multimodal solutions: Practice QuizЗаданиеProduction considerations for multimodal appsЧтение
Case study: A creative workflow for a marketing campaignЧтение
Module 2 evaluation: Graded QuizЗадание
Module 2 summary: From architecture to artistic controlВидео
Cross-modal optimizationDIALOGUE
Case study: Building an automated inventory checkerЧтение
Module 3 evaluation: Graded QuizЗадание
Module 3 summary: From a single feature to a complete vision solutionВидео
From script to solution: Real-world considerationsDIALOGUE
Module 4 evaluation: Graded QuizЗадание
Module 4 summary: Orchestrating a full AI solutionВидео
Course summaryВидео