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Foundations and Enterprise Applications of LLM · LearnSpace
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Foundations and Enterprise Applications of LLM

Курс от Packt
Средний≈ 2.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, you'll dive into large language models (LLMs) and explore their significant role in transforming enterprise applications. You’ll learn how LLMs are revolutionizing industries like healthcare and education, enhancing user interfaces, and driving innovation in business workflows. Through a combination of theoretical knowledge and practical insights, you'll gain the tools to identify LLM deployment opportunities within your organization and understand how to integrate them for business advantage. The course provides real-world examples and expert guidance to give you a comprehensive view of LLMs' potential in enterprise environments. What sets this course apart is its blend of foundational principles with real-world use cases, ensuring you not only understand the theory but can apply it to solve practical problems. This course is perfect for professionals working in fields such as AI, machine learning, or enterprise software development, looking to expand their knowledge of LLMs. Some prior experience in machine learning or AI concepts will be helpful. This course is part one of a three-course Specialization designed to provide a comprehensive learning pathway in this subject area. While it delivers standalone value and practical skills, learners seeking a more integrated and in-depth progression may benefit from completing the full Specialization.

Навыки, которые вы освоите

Fine-tuningPrompt EngineeringCloud APIModel OptimizationEnterprise ArchitecturePrompt PatternsNatural Language ProcessingAPI DesignModel TrainingGenerative Model ArchitecturesModel DeploymentSoftware Design PatternsLarge Language ModelingMachine LearningLLM Application

Программа курса

3 модулей · 28 учебных материалов

01Introduction to Large Language Models10 материалов

From Rule-Based Systems to Conversational AI: The Journey of Large Language Models

OverviewВидеоIntroductionЧтениеEvolution over timeЧтениеLLMs and Transforming User Interfaces into Natural ConversationsЧтение

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Packt - Course Instructors

Преподаватель курса

Foundations and Enterprise Applications of LLM
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 2.9 ч

3 модулей

Язык: Английский

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

Часть программы вашего университета
GPT Assistant Training RecipeЧтение
Building Base Model RecapЧтение
Supervised Fine-Tuning StageЧтение
Decoding the Realities and Myths of LLMsЧтение
Objective-Driven AIЧтение
Foundations of Large Language ModelsЗадание
02LLMs in Enterprise: Applications, Challenges, and Design Patterns10 материалов

Transforming Enterprises with LLMs: Opportunities, Obstacles, and Best Practices

OverviewВидеоIntroductionЧтениеHealthcareЧтениеEducation and TrainingЧтениеChallenges in Scaling and Deploying LLMsЧтениеModel PruningЧтениеModel ReliabilityЧтениеROI ConsiderationsЧтениеLLM Design PatternsЧтениеEnterprise Applications of Large Language ModelsЗадание
03Advanced Fine-Tuning Techniques and Strategies for Large Language Models8 материалов

Mastering Customization and Deployment of Large Language Models

OverviewВидеоIntroductionЧтениеDataset CollectionЧтениеApproaches to Integration in Business ProcessesЧтениеProviding K-Shot ExamplesЧтениеModel BuildingЧтениеImplementing RAGЧтениеMastering Advanced LLM Fine-Tuning and IntegrationЗадание