Graph Machine Learning
Free Advanced course · 10 lessons · 4 weeks · Certificate on completion
Learn on networks — fraud rings, molecules, social graphs — with graph neural networks. Across 10 lessons you'll move from fundamentals to a portfolio-ready outcome — at your own pace, with quizzes after each lesson and a final exam to certify your mastery.
What you'll learn
- Why graphs need special models
- Graph features and centrality
- Node embeddings: DeepWalk, node2vec
- Message passing intuition
- GCN, GraphSAGE and GAT
- Link prediction
Skills you'll pick up
- Why graphs need special models
- Graph features and centrality
- Node embeddings: DeepWalk, nod
- Message passing intuition
- GCN, GraphSAGE and GAT
- Link prediction
Tools covered
- Graph ML
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: Why graphs need special models
Module 1 of Graph Machine Learning. 3 lessons · 3h
Module 2: Message passing intuition
Module 2 of Graph Machine Learning. 3 lessons · 3h
Module 3: Graph classification
Module 3 of Graph Machine Learning. 2 lessons · 2h
Module 4: PyTorch Geometric in practice
Module 4 of Graph Machine Learning. 2 lessons · 2h
Lessons in this course
- Why graphs need special models
- Graph features and centrality
- Node embeddings: DeepWalk, node2vec
- Message passing intuition
- GCN, GraphSAGE and GAT
- Link prediction
- Graph classification
- Heterogeneous and temporal graphs
- PyTorch Geometric in practice
- Scaling GNNs to large graphs
Instructor
Priya Nair — Data Science Lead
Priya Nair is a Data Science Lead with years of hands-on experience teaching Graph ML to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Graph Machine Learning. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $160,000 per year · median India salary ₹22,40,000 per year · 44,627 open roles worldwide
- Graph ML Specialist
- Senior Graph ML Lead
- Graph ML Consultant
Frequently asked questions
Is the Graph Machine Learning course free?
Yes. Every Learnera course, including Graph Machine Learning, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Graph Machine Learning take?
10 lessons, typically completed in 4 weeks at a comfortable pace.
Do I get a certificate?
Yes — pass the final exam and you receive a free, verifiable certificate you can share on LinkedIn.