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Generative AI for Cloud Solutions · LearnSpace
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courseraIT и технологии

Generative AI for Cloud Solutions

Курс от Packt
Средний≈ 20.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course explores how Generative AI is transforming modern cloud solutions by combining large language models with scalable cloud architectures. Learners gain a strategic understanding of how AI-driven systems are designed, deployed, and governed in real-world cloud environments. Through a structured journey from NLP foundations to advanced LLM-based application development, the course helps learners build practical skills in fine-tuning models, retrieval-augmented generation, and prompt engineering. You will learn how to design, deploy, and scale AI-powered cloud applications while addressing operational and performance challenges. What sets this course apart is its balance of conceptual depth and hands-on architectural thinking. It connects core AI concepts with real-world cloud deployment patterns, Dev frameworks, and LLMOps practices. This course is ideal for cloud engineers, software developers, architects, and technology professionals looking to integrate Generative AI into cloud solutions. A basic understanding of cloud computing and software development concepts is recommended.

Навыки, которые вы освоите

Retrieval-Augmented GenerationGenerative AILangChainMultimodal PromptsAI IntegrationsGenerative Model ArchitecturesAI SecurityFine-tuningLLM ApplicationNatural Language ProcessingCloud Computing ArchitecturePrompt EngineeringScalabilityCloud DeploymentModel DeploymentCloud ComputingLarge Language ModelingResponsible AIChatGPTData Ethics

Программа курса

10 модулей · 95 учебных материалов

01Cloud Computing Meets Generative AI Bridging Infinite Impossibilities12 материалов

Lesson 1

Course OverviewВидеоCloud Computing Meets Generative AI Bridging Infinite Impossibilities - Overview VideoВидеоIntroductionЧтениеChatbots and AgentsЧтение

Учитесь у экспертов

Packt - Course Instructors

Преподаватель курса

Generative AI for Cloud Solutions
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

≈ 20.4 ч

10 модулей

Язык: Английский

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

Часть программы вашего университета
Model ParametersЧтение
Deep Dive Open Source vs Closed Source Proprietary ModelsЧтение
Trending Models, Tasks, and Business ApplicationsЧтение
ImageЧтение
AudioЧтение
Cloud Computing for Scalability, Cost Optimization, and SecurityЧтение
From Vision to Value Navigating the Journey to ProductionЧтение
Bridging Cloud and AIЗадание
02NLP Evolution and Transformers Exploring NLPs and LLMs8 материалов

Lesson 1

NLP Evolution and Transformers Exploring NLPs and LLMs - Overview VideoВидеоIntroductionЧтениеNLP and the Strengths of Generative AI in LLMsЧтениеHow Do Transformers Work?ЧтениеPractice: Choose the Right AI Model ArchitectureDIALOGUEConversation Prompts and Completions Under the CoversЧтениеLLMs Landscape, Progression, and ExpansionЧтениеNLP and Transformer FundamentalsЗадание
03Fine-Tuning Building Domain-Specific LLM Applications9 материалов

Lesson 1

Fine-Tuning Building Domain-Specific LLM Applications - Overview VideoВидеоIntroductionЧтениеFine-tuning ApplicationsЧтениеPrompt Tuning ProcessЧтениеPractice: Choose Your LLM Adaptation StrategyDIALOGUELoRAЧтениеHow to Evaluate Fine-Tuned Model PerformanceЧтениеGLUE and SuperGLUEЧтениеFine-Tuning and Evaluation in LLM ApplicationsЗадание
04RAGs to Riches Elevating AI with External Data10 материалов

Lesson 1

RAGs to Riches Elevating AI with External Data - Overview VideoВидеоIntroductionЧтениеApproximate Nearest Neighbors (ANNs)ЧтениеSimilarity MeasuresЧтениеPractice: Design a RAG Retrieval StrategyDIALOGUEHow It WorksЧтениеVector DB LimitationsЧтениеCommon Vector DB ApplicationsЧтениеBusiness Applications of RAGЧтениеEnhancing AI with External DataЗадание
05Effective Prompt Engineering Techniques Unlocking Wisdom Through AI7 материалов

Lesson 1

Effective Prompt Engineering Techniques Unlocking Wisdom Through AI - Overview VideoВидеоIntroductionЧтениеTokens and Cost ConsiderationsЧтениеPractice: Redesign a Prompt for Cost and QualityDIALOGUEAssistantЧтениеEthical Guidelines for Prompt EngineeringЧтениеMastering Effective AI Interaction StrategiesЗадание
06Developing and Operationalizing LLM-based Apps Exploring Dev Frameworks and LLMOps11 материалов

Lesson 1

Developing and Operationalizing LLM-based Apps Exploring Dev Frameworks and LLMOps - Overview VideoВидеоIntroductionЧтениеFundamental ComponentsЧтениеLangChainЧтениеPractice: Compare LLM Application ArchitecturesDIALOGUEAutonomous AgentsЧтениеAutoGPTЧтениеDiscover and TuneЧтениеComparing MLOps and LLMOpsЧтениеPutting It All TogetherЧтениеOperationalizing Large Language Models in the CloudЗадание
07Deploying ChatGPT in the Cloud Architecture Design and Scaling Strategies8 материалов

Lesson 1

Deploying ChatGPT in the Cloud Architecture Design and Scaling Strategies - Overview VideoВидеоIntroductionЧтениеPTUsЧтениеPractice: Evaluate ChatGPT Scaling StrategiesDIALOGUERetries With Exponential Backoff The Scaling Special SauceЧтениеMonitoring, Logging, and HTTP Return CodesЧтениеCosts Training and SupportЧтениеDeploying AI Services in the CloudЗадание
08Security and Privacy Considerations for Gen AI Building Safe and Secure LLMs11 материалов

Lesson 1

Security and Privacy Considerations for Gen AI Building Safe and Secure LLMs - Overview VideoВидеоIntroductionЧтениеEmerging Security Threats A Look at Attack Vectors and Future ChallengesЧтениеJailbreaks and Prompt InjectionsЧтениеTraining Data PoisoningЧтениеPractice: Diagnose and Mitigate AI Security ThreatsDIALOGUEInsecure Output HandlingЧтениеAzure OpenAI Service API KeysЧтениеWhat Is PrivacyЧтениеAuditingЧтениеSecurity and Privacy in Generative AI SystemsЗадание
09Responsible Development of AI Solutions Building with Integrity and Care11 материалов

Lesson 1

Responsible Development of AI Solutions Building with Integrity and Care - Overview VideoВидеоIntroductionЧтениеKey Principles of RAIЧтениеAddressing LLM Challenges with RAI PrinciplesЧтениеPractice: Apply RAI Principles to a Real-World AIDIALOGUERising Deepfake ConcernЧтениеHow to Spot a DeepfakeЧтениеBuilding Applications Using a Responsible AI-First ApproachЧтениеBuilding Augmenting LoopЧтениеAI, the Cloud, and the Law Understanding Compliance and RegulationsЧтениеEthical and Responsible AI DevelopmentЗадание
10The Future of Generative AI Trends and Emerging Use Cases8 материалов

Lesson 1

The Future of Generative AI Trends and Emerging Use Cases - Overview VideoВидеоIntroductionЧтениеVideo Prompts for Video UnderstandingЧтениеVideo Generation Models A Far-Fetched DreamЧтениеPractice: Advise a Startup on AI StrategyDIALOGUEIndustry-specific Generative AI AppsЧтениеThe Rise of Small Language Models (SLMs)ЧтениеExploring the Future of Generative AIЗадание