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Multimodal Agent Testing and Deployment · LearnSpace
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courseraПрограммирование

Multimodal Agent Testing and Deployment

Курс от Edureka
Средний≈ 5.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course covers testing, guardrails, and deployment for multimodal agents. Evaluating open-ended behavior and operating agents safely are the two areas where applied agent projects most often fail. You start by writing tests for agent responses and building evaluation criteria for behavior that has no single correct answer. You then implement input and output guardrails, log decision traces so agent choices can be audited, and apply responsible AI practices covering bias, transparency, and disclosure. The course closes with deployment: Streamlit interfaces, REST APIs, and containers, alongside the operating concerns of latency, token cost, and rate limiting, applied through builds including support ticket triage, visual search, and a voice-driven assistant. By the end of this course, you will be able to: - Write tests and evaluation criteria for open-ended agent responses. - Implement input and output guardrails that block unsafe or invalid behavior. - Log and audit agent decision traces. - Apply responsible AI practices for bias, transparency, and disclosure. - Deploy agents using Streamlit, REST APIs, and containers. - Measure and manage latency, token cost, and rate limits. Intended for learners who have completed the earlier courses in the Specialization. Enroll now to make your agents testable, safe, and ready for other people to use.

Навыки, которые вы освоите

Agentic WorkflowsMultimodal PromptsApplication DeploymentContainerizationSystem Design and ImplementationSystem MonitoringDocker (Software)Model DeploymentLLM ApplicationPrompt EngineeringApplication DevelopmentAgentic systemsTestabilityAPI DesignApplication Performance ManagementPython ProgrammingArtificial IntelligenceGenerative AI AgentsSoftware TestingTest Case

Программа курса

3 модулей · 38 учебных материалов

01Evaluation, Safety and Guardrails14 материалов
Specialization OverviewВидеоCourse IntroductionВидеоCourse SyllabusЧтениеEvaluating Agent Outputs: Critical CheckpointsВидео

Учитесь у экспертов

Edureka

Преподаватель курса

Multimodal Agent Testing and Deployment
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 5.7 ч

3 модулей

Язык: Английский

Часть программы вашего университета
Agent Evaluation Benchmarks ReferenceЧтение
Responsible AI Practices for AgentsВидео
Responsible AI Checklist for Multimodal AgentsЧтение
Demonstration: Writing Simple Tests for Agent ResponsesВидео
Evaluating AI Agent ResponsesЗадание
Demonstration: Implementing Basic Input/Output GuardrailsВидео
Demonstration: Testing Agents with Challenging InputsВидео
Demonstration: Logging Agent Actions and DecisionsВидео
Evaluate and Safeguard an AI AgentDIALOGUE
Evaluation, Safety and GuardrailsЗадание
02Deploying Multimodal Agents11 материалов
Deployment Options OverviewВидеоDeployment Options: Deep-Dive ReferenceЧтениеDemonstration: Adding a Chat UI with StreamlitВидеоDemonstration: Wrapping an Agent as a REST APIВидеоBuilding and Optimising AI Agent InterfacesЗаданиеDemonstration: Packaging with DockerВидеоDocker & Containerization Reference GuideЧтениеDemonstration: Managing Latency and CostВидеоDemonstration: Implementing Basic Rate LimitingВидеоChoose a Deployment Strategy for an AI AgentDIALOGUEDeploying Multimodal AgentsЗадание
03Production Multimodal Agent13 материалов
Production Multimodal Agent Case StudiesЧтениеDemonstration: Customer Support Agent for Text and Image TicketsВидеоDemonstration: Building a Document-to-Visual Report AgentВидеоDemonstration: Voice-Controlled AssistantВидеоApplying Multimodal AI WorkflowsЗаданиеDemonstration: Building an E-Commerce Visual Search AgentВидеоDesign a Production-Ready Multimodal Agent SolutionDIALOGUEDemonstration: Assembling the Research AssistantВидео Demonstration: Deploying the Multimodal Research AssistantВидеоPrepare a Multimodal Agent for ProductionDIALOGUEPractice Project: Building and Deploying a Production-Ready Multimodal AI Agent Platform for EnterpriseAssistЧтениеMultimodal Agent Testing and DeploymentЗаданиеCourse SummaryВидео