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Retrieval-Augmented Generation (RAG) Courses

Retrieval-augmented generation (RAG) courses can help you learn how to combine information retrieval with generative models, enhancing the quality of AI outputs. You’ll explore techniques for integrating external knowledge sources, fine-tuning models for specific tasks, and evaluating the effectiveness of generated content.

Popular RAG Courses and Certifications


  • Status: Free Trial
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    Coursera

    Building RAG Systems with Open Models

    Skills you'll gain: Retrieval-Augmented Generation, Generative Model Architectures, Generative AI, LangChain, Software Design Patterns, Vector Databases, LLM Application, Embeddings, Large Language Modeling, AI Workflows, Model Evaluation, Performance Tuning

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
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    Packt

    AI Enhancement with Knowledge Graphs - Mastering RAG Systems

    Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, LLM Application, AI Workflows, Embeddings, AI Integrations, Large Language Modeling, Graph Theory, Query Languages, Graphing, Interactive Data Visualization, Data Processing, Development Environment

    4.9
    Rating, 4.9 out of 5 stars
    ·
    10 reviews

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial
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    IBM

    Vector Databases for RAG: An Introduction

    Skills you'll gain: Retrieval-Augmented Generation, Embeddings, Database Systems, Data Storage Technologies, Databases, Database Management, AI Integrations, Database Architecture and Administration, Generative AI

    4.6
    Rating, 4.6 out of 5 stars
    ·
    101 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    Coursera

    Advanced RAG Patterns

    Skills you'll gain: Retrieval-Augmented Generation, Prompt Patterns, Agentic systems, Performance Testing, Prompt Engineering, Generative AI Agents, Generative AI, Agentic Workflows, Performance Tuning, Model Evaluation, Verification And Validation, Large Language Modeling, MLOps (Machine Learning Operations), Embeddings

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    IBM

    RAG and Agentic AI Capstone Project

    Skills you'll gain: Model Context Protocol, Retrieval-Augmented Generation, Generative AI, AI Workflows, LLM Application, Generative AI Agents, AI Orchestration, Multimodal Prompts, Agentic Workflows, Embeddings, JSON, Tool Calling, Large Language Modeling, Agentic systems, Vector Databases, Unstructured Data, System Testing

    4.3
    Rating, 4.3 out of 5 stars
    ·
    32 reviews

    Advanced · Course · 1 - 3 Months

  • Status: New
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    IBM

    Vector Databases and Retrieval Data Engineering

    Skills you'll gain: Vector Databases, Retrieval-Augmented Generation, Embeddings, Data Engineering, Operational Databases, Data Store, Database Systems, Database Architecture and Administration, Database Development, Database Design, Data Architecture, Concept Of Operations, Software Documentation, Data Maintenance, Metadata Management, Document Management, Large Language Modeling, Model Evaluation, Data Integrity, Record Keeping

    Intermediate · Course · 1 - 3 Months

  • Status: New
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    Packt

    Unlocking Data with Generative AI and RAG

    Skills you'll gain: Prompt Engineering, Retrieval-Augmented Generation, Generative AI Agents, LangGraph, Generative AI, LangChain, Agentic Workflows, Multimodal Prompts, LLM Application, UI Components, AI Security, Vector Databases, Large Language Modeling, Application Security, User Interface (UI) Design, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Embeddings, Python Programming

    Intermediate · Course · 3 - 6 Months

  • Status: Free Trial
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    Scrimba

    Retrieval-Augmented Generation (RAG) with Embeddings & Vector Databases

    Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, Embeddings, Development Environment, OpenAI API, AI Integrations, Large Language Modeling, LLM Application, Generative AI, Databases, OpenAI, Artificial Intelligence, Virtual Environment, System Configuration

    4.7
    Rating, 4.7 out of 5 stars
    ·
    71 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    Coursera

    Chroma, Weaviate & Production RAG Deployment

    Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, Generative AI, Performance Tuning, Data Migration, Grafana, LangChain, LLM Application, Metadata Management, Containerization, Document Management, Data Infrastructure, Role-Based Access Control (RBAC), Database Architecture and Administration, Infrastructure Architecture, Large Language Modeling, Query Languages, Quantitative Research, Data Modeling, Docker (Software)

    Intermediate · Specialization · 3 - 6 Months

  • Status: Free Trial
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    Vanderbilt University

    Advanced Prompt Engineering for Everyone

    Skills you'll gain: Prompt Engineering, Retrieval-Augmented Generation, Prompt Patterns, Generative AI, Context Engineering, ChatGPT, AI literacy, AI Personalization, Anthropic Claude, LLM Application, Large Language Modeling, Data Analysis

    4.8
    Rating, 4.8 out of 5 stars
    ·
    814 reviews

    Intermediate · Course · 1 - 3 Months

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    Packt

    Neo4j: Cypher, GDS, GraphQL, LLM, Knowledge Graphs for RAG

    Skills you'll gain: Retrieval-Augmented Generation, LLM Application, Database Management Systems, Memory Management, Analysis

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
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    Coursera

    LLM Engineering with RAG: Optimizing AI Solutions

    Skills you'll gain: Prompt Engineering, Retrieval-Augmented Generation, LLM Application, LangChain, Large Language Modeling, Vector Databases, Model Deployment, OpenAI API, Hugging Face, OpenAI, Scalability, AI Integrations, Embeddings, Generative AI, Application Deployment, Data Integration, Data Science, Machine Learning

    Intermediate · Course · 1 - 4 Weeks

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In summary, here are 10 of our most popular rag courses

  • Building RAG Systems with Open Models: Coursera
  • AI Enhancement with Knowledge Graphs - Mastering RAG Systems: Packt
  • Vector Databases for RAG: An Introduction: IBM
  • Advanced RAG Patterns: Coursera
  • RAG and Agentic AI Capstone Project: IBM
  • Vector Databases and Retrieval Data Engineering: IBM
  • Unlocking Data with Generative AI and RAG: Packt
  • Retrieval-Augmented Generation (RAG) with Embeddings & Vector Databases: Scrimba
  • Chroma, Weaviate & Production RAG Deployment: Coursera
  • Advanced Prompt Engineering for Everyone: Vanderbilt University

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