Free Knowledge Graphs and RAG Course with Certificate

Intelligent Software Engineering with Knowledge Graphs and RAG

• Introduction

  01:58

  • Introduction

    01:58

• Lesson 1: Introduction and Challenges in Software Engineering

  07:40

  • Introduction

    00:30

  • Why Software Development Feels So Hard Today

    02:16

  • The Need for Intelligent Solutions

    03:00

  • How AI is Reinventing Software Engineering

    01:54

• Lesson 2: Knowledge Graph

  14:45

  • Introduction

    00:28

  • What is a Knowledge Graph

    01:43

  • A Real-World Analogy for Knowledge Graph

    01:36

  • Why Knowledge Graphs Matter in Software Engineering

    02:20

  • A Feature-Centric Knowledge Graph

    02:08

  • Code Change Scenario

    02:11

  • Use Cases

    02:28

  • Graphs to Generative Intelligence

    01:51

  • Knowledge Check

• Lesson 3: RAG

  17:47

  • Introduction

    00:31

  • What is Retrieval-Augmented Generation (RAG)

    01:56

  • Why RAG matters in Software Engineering

    04:38

  • RAG vs Traditional LLMs

    03:09

  • Key Components of a RAG System

    02:05

  • How Retrieval Works in RAG

    02:16

  • From Query To Answer (Simplified RAG + KG)

    03:12

  • Knowledge Check

• Lesson 4: Fujitsu KG Enhanced RAG for Software Engineering

  20:41

  • Introduction

    00:32

  • Why Traditional Tools Fall Short in Modern Software Engineering

    02:06

  • Fujitsu's 3-Phase Architecture

    02:18

  • Phase-1 Intelligent Information Extraction

    01:43

  • Phase-2 Constructing a Domain Specific Software Knowledge Graph

    02:52

  • Phase-3 Using the Knowledge Graph With RAG

    01:54

  • Demo

    02:40

  • Innovation Pre-analysis and Reasoning-Driven Prompting

    02:26

  • Fujitsu's Impact with KG-Extended RAG

    02:12

  • Try It Yourself-Explore Fujitsu Kozuchi

    01:58

  • Knowledge Check

• Lesson 5: Summary and What's Next

  05:40

  • Introduction

    00:31

  • Summary of Key Concepts

    01:42

  • Beyond Code Applications of KG + RAG

    02:01

  • Summary and What's Next

    01:26