Overview
Master advanced generative AI skills including RAG pipelines, multimodal AI integration, and autonomous agent systems using tools like LangChain, LangGraph, CrewAI, and BeeAI to create sophisticated AI applications.
Syllabus
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- Introduction to RAG and Agentic AI
-- Overview of the Course
-- The Importance of Generative AI in the Current Landscape
-- Introduction to Key Concepts: RAG, Agentic AI, Multimodal AI
- Prompt Engineering
-- Basic and Advanced Techniques
-- Contextual Design and Optimization
-- Examples and Hands-on Exercises
- Retrieval-Augmented Generation (RAG) Pipelines
-- Understanding RAG
-- Designing Effective RAG Pipelines
-- Use Cases and Implementation Strategies
- Multimodal AI Integration
-- Introduction to Multimodal AI
-- Text, Image, and Audio Processing
-- Integrating Multiple Data Modalities in Applications
- Designing Autonomous Multiagent Systems
-- Fundamentals of Agentic AI
-- Creating and Managing Multiagent Workflows
-- Autonomy and Coordination in Agent Systems
- Tools and Frameworks
-- Overview of AI Development Tools
-- Utilizing LangChain and LangGraph for Workflow Orchestration
-- Introduction to CrewAI, AG2, BeeAI, and Model Context Protocol (MCP)
- Integrating External Tools and APIs with AI Agents
-- API Integration Techniques
-- Building API-Driven AI Solutions
-- Hands-on API Integration Exercises
- Orchestrating Complex Workflows
-- Workflow Design with LangChain and LangGraph
-- Advanced Application Scenarios
-- Case Studies and Real-world Applications
- Capstone Projects
-- Developing a Portfolio of AI Projects
-- Implementing Learned Skills in Real-World Scenarios
-- Presentation and Feedback Sessions
- Career Advancement in AI
-- Pathways to Entering Advanced Data Science and AI-Driven Automation
-- Building a Professional Network
-- Showcasing Your IBM Professional Certificate
- Conclusion and Future Directions in AI
-- Summary of Key Learning Points
-- Emerging Trends and Future Technologies in AI
-- Continued Learning and Professional Growth Opportunities
Taught by
, Hailey Quach, IBM Skills Network Team, Rachael and Wojciech 'Victor' Fulmyk
Tags
On-Demand
