Graph Neural Networks Course
This course teaches graph neural networks for predicting service failures, covering fundamentals, model implementation, feature engineering, training, and production deployment.

4 to 360 hours of flexible workload
certificate valid in your country
What Will I Learn?
Master graph neural networks to predict service failures and improve reliability with this focused, hands-on course. You will learn graph fundamentals, observability metrics, and feature engineering for real incident prediction, then implement GraphSAGE and GAT using efficient data pipelines and training loops. Finally, you’ll deploy, monitor, and update GNN models in production with confidence and clear, measurable results.
Elevify Advantages
Develop Skills
- Design microservice graphs: map dependencies, metrics, and failure signals fast.
- Build GNN models: implement GraphSAGE/GAT for service health prediction.
- Engineer graph features: craft node and edge signals for outages and SLA risk.
- Train and evaluate GNNs: run robust loops, baselines, and drift-aware metrics.
- Deploy GNNs in production: serve, monitor, and scale low-latency graph models.
Suggested Summary
Before starting, you can change the chapters and the workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.What our students say
Your classes are perfect. I got the one-year package and finally have the chance to follow several topics I'm interested in without having to switch platforms... thank you for everything you do, I've already recommended you to others...

Giulio CarloDigital Marketing Student
I like how the lessons get straight to the point and how I can switch chapters and skip content I don't need.

Mariana FerresPhotography Student
I like the content and the way the videos are presented and transcribed, which speeds up the process!

Luciana AlvarengaNail Design Student
The platform is fast and easy to use. The variety of content and the supplementary videos really help with learning.

Giulio CarloPrompt Engineering Student
FAQ
Who is Elevify? How does it work?
Do the courses come with a certificate?
Are the courses free?
What is the course duration?
What are the courses like?
How do the courses work?
What is the duration of the courses?
What is the cost or price of the courses?
What is an online course and how does it work?
PDF Course