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4 AI Agentic Design Patterns – Workflows with Ollama · LearnSpace
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4 AI Agentic Design Patterns – Workflows with Ollama

Курс от Packt
Средний≈ 5.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. In this comprehensive course, you will delve into the world of AI agentic workflows, exploring the foundational design patterns that make intelligent systems tick. You'll gain hands-on experience in building and integrating these design patterns, starting with the Reflection pattern, followed by Tool Use, Planning (ReAct), and Multi-agent collaboration. As you progress, you will learn how to implement these patterns in real-world scenarios, enhancing your ability to design AI systems that are both efficient and intelligent. The course is structured into multiple modules, each focusing on one design pattern. The first few lessons set the stage by covering essential prerequisites, such as development environment setup and an in-depth dive into AutoGen, a tool crucial for AI agentic workflows. Then, each design pattern is introduced through theory, followed by hands-on exercises to cement your understanding. Whether you're creating simple workflows or complex multi-agent systems, the course guides you step-by-step through the process. This course is perfect for anyone with a basic understanding of AI looking to deepen their knowledge and practical skills. You’ll learn how to apply cutting-edge techniques to solve real-world challenges in AI agentic systems. The course is beginner-friendly, but a background in basic AI principles and programming would be beneficial. By the end of the course, you will be able to confidently apply the four key AI agentic design patterns to build sophisticated workflows, integrate multi-agent systems, and optimize decision-making in intelligent systems. You will also understand how to leverage Ollama Models locally to reduce costs in AI workflows.

Навыки, которые вы освоите

AI WorkflowsAgentic WorkflowsTool CallingAI OrchestrationOpenAI APIArtificial Intelligence and Machine Learning (AI/ML)OpenAILarge Language ModelingAgentic systemsLLM ApplicationGenerative AI AgentsApplication Programming Interface (API)Prompt PatternsDevelopment EnvironmentSoftware Design Patterns

Программа курса

7 модулей · 35 учебных материалов

01Introduction5 материалов

Introduction

Introduction & Who is the Course ForВидеоFull Course ResourcesЧтениеCourse Pre-requisites & StructureВидеоDevelopment Environment SetupВидео

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Packt - Course Instructors

Преподаватель курса

4 AI Agentic Design Patterns – Workflows with Ollama
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 5.7 ч

7 модулей

Язык: Английский

Часть программы вашего университета
AutoGen Deep Dive - Crash CourseВидео
02AI Agentic Design Patterns - Deep Dive4 материалов

AI Agentic Design Patterns - Deep Dive

Introduction to Design Patterns - OverviewВидеоThe AI Agentic Design Patterns - OverviewВидеоUnderstanding Agentic Design Patterns in AI SystemsDIALOGUEAI Agentic Design Patterns - Deep Dive - AssessmentЗадание
03The Reflection Pattern - Hands-on8 материалов

The Reflection Pattern - Hands-on

The Reflection Agentic Design Pattern OverviewВидеоReflection Design Pattern Workflow OverviewВидеоHands-on - Reflection Design Pattern - Part 1ВидеоIMPORTANT - OpenAI API Alternative - Ollama Models Locally - FREE Cost!ВидеоAdding the Reflection and Orchestration parts to the WorkflowВидеоThe Reflection Agentic Design Pattern - SummaryВидеоApplying the Reflection Pattern with Multi-Agent LLM WorkflowsDIALOGUEThe Reflection Pattern - Hands-on - AssessmentЗадание
04The Tool Use Pattern5 материалов

The Tool Use Pattern

Tool Use Pattern - OverviewВидеоTrip Planner Workflow - Hands-onВидеоTool Use Pattern - SummaryВидеоUnderstanding and Implementing the Tool Use Pattern in AI AgentsDIALOGUEThe Tool Use Pattern - AssessmentЗадание
05The Planning - ReAct - Pattern5 материалов

The Planning - ReAct - Pattern

The Planning Pattern and ReAct Technique OverviewВидеоPlanning Pattern - ReAct Technique - Hands-onВидеоPlanning Pattern - SummaryВидеоUnderstanding Planning Pattern and React Technique in Language ModelsDIALOGUEThe Planning - ReAct - Pattern - AssessmentЗадание
06Multi-agent (Collaboration) Pattern5 материалов

Multi-agent (Collaboration) Pattern

Multi-agent Collaboration Pattern - OverviewВидеоMulti-agent Pattern - Hands-onВидеоCongratulationsВидеоExploring Multiagent Collaboration PatternsDIALOGUEMulti-agent (Collaboration) Pattern - AssessmentЗадание
07Wrap-up3 материалов

Wrap-up

Next StepsВидеоFull Course Practice AssessmentЗаданиеFull Course AssessmentЗадание