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Automating Decision Workflows with AI · LearnSpace
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Automating Decision Workflows with AI

Курс от Edureka
Средний≈ 11.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course unlocks the next frontier of Decision Intelligence where AI meets automation to drive real-time, autonomous, and responsible decision-making at scale. You’ll learn to orchestrate multi-step processes, stream real-time insights, and build automated systems that boost accuracy, speed, and business impact. You’ll dive into Generative and Agentic AI to create autonomous, insight-driven decisions supported by strong ethical frameworks that keep every outcome transparent, fair, and accountable. Finally, you’ll master deploying and scaling these systems through MLOps, cloud APIs, and low-code platforms, making enterprise-ready automation efficient, scalable, and easy to adopt. By the end of this course, you will be able to: - Identify the key functions of intelligent automation pipelines for AI-driven decision-making. - Analyze Generative and Agentic AI models to design adaptive and autonomous decision workflows. - Evaluate responsible AI frameworks to ensure ethical and accountable automation practices. - Develop deployment strategies using MLOps and cloud technologies for continuous performance. - Design low-code and no-code solutions to expand and democratize Decision Intelligence adoption. This course is ideal for AI engineers, data scientists, automation architects, and business technology leaders who want to bridge AI innovation with scalable automation. A foundation in Decision Intelligence or machine learning will enhance your learning experience. Join this course to master the integration of AI, automation, and responsibility and learn to build decision systems that think, act, and evolve with intelligence.

Навыки, которые вы освоите

Responsible AIAgentic systemsAgentic WorkflowsAI WorkflowsMLOps (Machine Learning Operations)Artificial IntelligenceReal Time DataArtificial Intelligence and Machine Learning (AI/ML)Restful APIAPI DesignCloud-Based IntegrationAI PersonalizationIT AutomationPython ProgrammingCloud APIGenerative AI AgentsNo-Code DevelopmentBusiness Process AutomationData AnalysisBusiness Transformation

Программа курса

4 модулей · 84 учебных материалов

01Automation and Intelligent Orchestration27 материалов

Foundations of Intelligent Automation

Specialization IntroductionВидеоCourse IntroductionВидеоCourse OverviewЧтениеHow Is AI Powering the Next Wave of Decision Automation?DIALOGUE

Учитесь у экспертов

Edureka

Преподаватель курса

Automating Decision Workflows with AI
В каталоге вашей программы

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Новые знания — в удобное для вас время.

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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 11.8 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
The Role of Automation in Modern Decision PipelinesВидео
AI Decision Orchestration: Combining DataOps, MLOps, and BizOps.Чтение
Orchestrating Multi-Step Decisions with AIВидео
Intelligent Automation and Workflow DesignЧтение
Measuring Efficiency and Accuracy in Automated DecisionsВидео
Code Smarter in the Cloud with ReplitЧтение
Demonstration: Sales Data Analyzer using ReplitВидео
Knowledge Check: Foundations of Intelligent AutomationЗадание

Real-Time and Event-Driven Decisioning

Fundamentals of Real-Time Decision IntelligenceВидеоAdaptive Decision Models Using Continuous Data StreamsВидеоReal-Time and Event-Driven DecisioningЧтениеBuilding Real-Time Feedback Loops for Adaptive SystemsВидеоKnowledge Check: Real-Time and Event-Driven DecisioningЗадание

Industry Applications of Decision Automation

Applying Decision Automation Across SectorsВидеоIndustry Case Studies: DI-Driven Innovation and EfficiencyЧтениеBuilding Scalable Decision Workflows for Operational SuccessВидеоDemonstration: AI-powered customer query agent with FlowiseВидеоMeasuring Automation ROI and Key Performance OutcomesВидеоIntelligent Decision Workflows for Quality Assurance in Smart ManufacturingЧтениеDemonstration: Industrial Quality Assurance through Automated Decision WorkflowsВидеоKnowledge Check: Industry Applications of Decision AutomationЗадание

Module Wrap-Up and Assessment

Module Summary: Automation and Intelligent OrchestrationЧтениеKnowledge Check: Automation and Intelligent OrchestrationЗадание
02Generative, Agentic, and Ethical Decision Intelligence25 материалов

Generative AI in Decision Intelligence

Introduction to Generative AIВидеоCore Generative AI Modeling ConceptsВидеоGenerative AI Applications in Decision IntelligenceЧтениеKey Models in Generative AI (GANs, VAEs, LLMs)ВидеоTransformers: The AI BackboneВидеоOverview of BERT, GPT, and Hugging FaceЧтениеInterpreting AI Focus: Visualizing Attention in Transformer ModelsЧтениеDemonstration: Visualizing Attention in Transformer ModelВидеоKnowledge Check: Generative AI in Decision IntelligenceЗадание

Agentic AI and Autonomous Decision Systems

Understanding Agentic AIВидеоArchitecture of Agentic SystemsЧтениеDesigning Agents for Sequential Decision TasksВидеоHuman-AI Collaboration in Agentic EnvironmentsВидеоIntelligent Workflow Design with Zapier Formatter and AIЧтениеDemonstration: Enhancing Automated Workflows with Formatter and AI by ZapierВидео

Ethics, Bias, and Oversight in AI Decision Systems

Ethical Imperatives in AI-Based Decision SystemsВидеоGlobal AI Governance FrameworksЧтениеImplementing Bias Detection and Model Auditing TechniquesВидеоBuilding Ethical Oversight Mechanisms for Decision WorkflowsВидеоEnsuring Fairness in AI: Bias Detection and Mitigation WorkflowsЧтениеDemonstration: Running Bias Detection and Fairness AnalysisВидео

Module Wrap-Up and Assessment

Module Summary: Generative, Agentic, and Ethical Decision IntelligenceЧтениеKnowledge Check: Generative, Agentic, and Ethical Decision IntelligenceЗадание
03Scaling, Deployment, and Low-Code Adoption26 материалов

MLOps for Decision Intelligence

Introduction to MLOps and the Model LifecycleВидеоThe Evolution of MLOpsЧтениеContinuous Integration and Continuous Delivery (CI/CD) in AI SystemsВидеоMonitoring, Retraining, and Drift DetectionВидеоOperationalizing Machine Learning ModelsЧтениеDemonstration: End-to-End MLOps Workflow using MLflowВидеоKnowledge Check: MLOps for Decision IntelligenceЗадание

Cloud and API-Based Decision Deployments

Fundamentals of Cloud-Based AI DeploymentsВидеоAPI Monitoring and Performance AnalyticsЧтениеDemonstration: Setting Up Analytics for an APIВидеоOverview of RESTful APIs and Containerized AI DeploymentsЧтениеIntegrating APIs with Cloud-Based Decision PlatformsВидеоScaling AI Workflows for Performance OptimizationВидео

Low-Code AI Adoption and Business Democratization

Low-Code and No-Code Platforms in Decision IntelligenceВидеоEmpowering Productivity with No-Code Automation in ZapierЧтениеDemonstration: No-Code Automation using ZAPIERВидеоOrganizational Benefits of Democratized Decision IntelligenceЧтениеDesigning Collaborative Workflows with Cross-Functional TeamsВидеоChange Management for AI-Driven TransformationВидео

Module Wrap-Up and Assessment

Module Summary: Scaling, Deployment, and Low-Code AdoptionЧтениеKnowledge Check: Scaling, Deployment, and Low-Code AdoptionЗадание
04Course Wrap-Up and Assessment6 материалов

Course Wrap-Up and Assessment

Final Reflection: Scaling Intelligent Automation with ResponsibilityDIALOGUEPractice Project: Building an AI-Powered & Event-Driven Decision Automation SystemЧтениеEnd Course Knowledge Check: Automating Decision Workflows with AIЗаданиеThe Automation Blueprint: Scaling AI Decisions ResponsiblyЗаданиеCourse SummaryВидеоDescribe Your Learning JourneyОбсуждение
Knowledge Check: Agentic AI and Autonomous Decision SystemsЗадание
Knowledge Check: Ethics, Bias, and Oversight in AI Decision SystemsЗадание
Serving ML Models via FastAPIЧтение
Demonstration: Deploying AI Models through FastAPIВидео
Serverless and Containerized AI: Real-World Deployment ExamplesЧтение
Knowledge Check: Cloud and API-Based Decision DeploymentsЗадание
Knowledge Check: Low-Code AI Adoption and Business DemocratizationЗадание