Knowledge Graphs Courses and Certifications

Packt

Building Retrieval-Augmented Systems & Knowledge Graphs

Build AI agents that combine LLM-driven web scraping, RAG pipelines with embeddings, vector databases and reranking, and Neo4j knowledge graphs linked through LangChain.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

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

246 ratings at Udemy

Hands-on Course on Neo4j, Cypher, GDS, GraphQL, GraphRAG and Building knowledge graph from unstructured data using LLM.

• Udemy
• 3 hours
• Self-Paced
• Paid Course

Graph Databases: Neo4j, RDF, Knowledge Graphs & GraphRAG

101 ratings at Udemy

Learn Neo4j with Python and Cypher, GraphQL, Knowledge Graphs, RDF, Graph Algorithms, LangChain, GraphRAG from Scratch

• Udemy
• 13 hours
• Self-Paced
• Paid Course

Retrieval Augmented Generation (RAG) with LangChain

2013 ratings at DataCamp

Build RAG Systems with LangChainRetrieval Augmented Generation (RAG) is a technique used to overcome one of the main limitations of large language models (LLMs): their limited knowledge.

• DataCamp
• 3 hours
• Self-Paced
• Free Trial Available

Graham Neubig

Neural Nets for NLP 2021 - Neural Nets + Knowledge Bases

Explores how neural embeddings learn, integrate, and probe knowledge bases through graph embeddings, relation extraction, and open information extraction.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

AI Engineer

When Vectors Break Down - Graph-Based RAG for Dense Enterprise Knowledge

Discover how graph-based RAG architecture achieves 86.31% accuracy on enterprise knowledge bases, outperforming traditional vector approaches with sub-second response times.

• YouTube
• 16 minutes
• Self-Paced
• Free Video

Mervin Praison

Sciphi Triplex: A Cost-Effective Alternative to Microsoft GraphRAG

Explore Sciphi Triplex: a cost-effective, high-performance alternative to Microsoft's Graph RAG for creating knowledge graphs from unstructured data. Learn setup, implementation, and visualization techniques.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

AI Engineer

Wisdom-Driven Knowledge Augmented Generation at Scale

Discover how Wisdom-Driven Knowledge Graphs enhance AI systems beyond traditional RAG, enabling expert-level reasoning and quantitative analysis for smarter decision-making.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

AI Engineer

GraphRAG - The Marriage of Knowledge Graphs and RAG

Discover how GraphRAG combines Knowledge Graphs with RAG to enhance LLM context, improve AI accuracy, and enable explainable decisions with practical implementation guidance.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

Data Science Festival

Embrace Complexity: Building Your Organization's Knowledge Graph

Discover how knowledge graphs can revolutionize organizational data management and supercharge AI programs through real-world insights and architectural strategies.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Toronto Machine Learning Series (TMLS)

Knowledge Graph Recommendation Systems for COVID-19

Explore knowledge graph recommendation systems for COVID-19, leveraging Python skills to enhance understanding of pandemic-related data and insights.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Toronto Machine Learning Series (TMLS)

Constructing a Knowledge Graph for the World's Largest Professional Network

Explore how LinkedIn builds and utilizes Knowledge Graphs to enhance user experience and power products through deep NLP, GNN models, and holistic optimization of social network data.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Wikidata Knowledge Graph to Enable Equitable and Validated Generative AI

Explore how Wikidata's open-access knowledge graph enhances generative AI with authenticated, equitable information, enabling semantic search and validation across 300 languages.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Data Science Festival

Moving Data Platforms to Knowledge Platforms - From Data Architecture to Enterprise AI

Discover how knowledge platforms and graphs revolutionize enterprise AI by transforming traditional data architectures into dynamic, context-rich knowledge systems for enhanced data utilization.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

AllegroGraph

Building a Healthcare and Life Sciences Knowledge Graph with Synthea and ChatGPT

Explore plug-and-play healthcare Knowledge Graphs and ChatGPT's role in answering questions, generating graphs, and creating medical notes. Learn about entity-event models and AI-human collaboration.

• YouTube
• 28 minutes
• Self-Paced
• Free Video