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Automate & Secure LLM Deployments · LearnSpace
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Automate & Secure LLM Deployments

Курс от Coursera
Средний≈ 5.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Every day, companies waste thousands of dollars on poorly deployed LLM applications—experiencing downtime, security breaches, and runaway costs that could have been prevented. This comprehensive course teaches you to build automated CI/CD pipelines specifically designed for LLM applications, implement enterprise-grade security controls, and optimize for scale and cost. Through hands-on labs based on real-world scenarios, you'll work with Docker, Kubernetes, Terraform, and cloud platforms to build production-ready systems. Each module includes practical exercises where you'll solve actual deployment challenges faced by companies scaling LLM applications. For DevOps, platform, and AI engineers deploying and operating large-scale LLM systems, with a focus on automation, security, cost optimization, and building reliable, high-performance AI platforms. Learners should have a basic understanding of Docker, APIs, and cloud platforms. Familiarity with CI/CD, Python, and basic security practices is helpful but not required. By course completion, you'll have deployed a secure, scalable LLM platform capable of handling millions of requests while maintaining 99.9% uptime. Perfect for DevOps engineers, platform engineers, and technical professionals ready to operationalize LLM applications.

Навыки, которые вы освоите

Infrastructure as Code (IaC)CI/CDCloud ManagementDevSecOpsAmazon CloudWatchDevOpsEnterprise SecurityApplication DeploymentLLM ApplicationCloud DeploymentModel DeploymentSystem MonitoringDocker (Software)AI Security

Программа курса

3 модулей · 23 учебных материалов

01Automated Deployment Foundations8 материалов
Deploy Your First LLM: TechStartup's Automation JourneyDIALOGUEWelcome to the Course: Course OverviewЧтениеWelcome to Automated LLM DeploymentsВидеоIntroduction to LLM CI/CD PipelinesВидео

Учитесь у экспертов

Starweaver

Global Leaders in Professional & Technology Education

Ritesh Vajariya

Advisor | Leader | Speaker |Author

Automate & Secure LLM Deployments
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 5.3 ч

3 модулей

Язык: Английский

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

Часть программы вашего университета
Containerizing LLM Applications with DockerВидео
Infrastructure as Code for LLM DeploymentsВидео
Hands-On-Learning: Automate LLM Pipeline: Deploy TechCorp's Multi-Model InfrastructureВзаимная проверка
MLOps Best Practices GuideЧтение
02Security & Compliance Implementation6 материалов
Secure the Platform: FinanceAI's Compliance ChallengeDIALOGUESecuring LLM APIs and EndpointsВидеоOWASP Top 10 for LLM ApplicationsЧтениеPreventing Prompt Injection and Data LeaksВидеоImplementing Audit Logging and ComplianceВидеоHands-On-Learning: Secure Financial Platform: Implement BankTech's Compliance FrameworkВзаимная проверка
03Production Monitoring & Scaling9 материалов
Scale to Millions: GlobalAI's Performance CrisisDIALOGUEMonitoring LLM Performance and CostsВидеоAuto-scaling Strategies for LLM ServicesВидеоProduction LLM Monitoring GuideЧтениеCost Optimization TechniquesВидеоHands-On-Learning: Scale to Million Users: Optimize GlobalAI's Production SystemВзаимная проверкаNext Steps in LLM OperationsВидеоProject: Deploy Production LLM Platform: TechUnicorn's Enterprise SolutionВзаимная проверкаAutomate & Secure LLM DeploymentsЗадание