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RAG for Generative AI Applications
Coursera
Specialization
Unknown

RAG for Generative AI Applications

IBM

Learn to build smart applications leveraging Generative AI with Retrieval-Augmented Generation techniques using LangChain, LlamaIndex, and vector databases.

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About this Course

Ready to build smarter applications that leverage the power of generative AI (GenAI) and real-world data? This hands-on specialization guides you through the key tools and techniques for Retrieval-Augmented Generation (RAG) and gives you practical experience with vector databases, embedding models, and advanced retrieval frameworks like LangChain and LlamaIndex . You’ll gain a strong foundation in GenAI fundamentals and prompt engineering, then get hands-on building applications that combine large language models with real-world data using similarity search. Plus, you'll work with advanced vector databases like Chroma DB and FAISS to power retrieval, create recommendation systems, and construct RAG workflows from the ground up. By the end, you’ll know how to design, build, and evaluate RAG-enabled GenAIapps with integrated interfaces using tools like Gradio. If you’re looking to boost your AI engineering skills and practically apply GenAI in production environments, this 12-week program gives you the job-ready skills to hit the ground running. Enroll today and level up your resume in less than 3 months!

What You'll Learn

  • Build skills to create Generative AI apps using Retrieval-Augmented Generation
  • Use advanced RAG frameworks like LangChain and LlamaIndex
  • Leverage vector databases for semantic search and recommendations
  • Design integrated RAG apps with Gradio, Python, and LLMs

Prerequisites

  • Basic familiarity with topic and terminology
  • Ready to practice through applied exercises or case studies

Instructors

I

IBM Skills Network Team

W

Wojciech 'Victor' Fulmyk

H

Hailey Quach

Topics

Software Development
Computer Science
Machine Learning
Data Science
AI Enablement
AI Personalization
Data Storage Technologies
Databases
Database Management
Database Systems

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تطوير البرمجيات
علوم الحاسوب
تعلم الآلة
علوم البيانات
تمكين الذكاء الاصطناعي
تخصيص الذكاء الاصطناعي
تقنيات تخزين البيانات
قواعد البيانات
Database Management
Database Systems

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