Implement Federated Learning for a Government Statistics Office
Overview
What this challenge is about.
Simulate 8 municipalities, train a federated model with DP-SGD, and compare accuracy to earn a verifiable certificate.
The scenario
The office (cross-EU statistical reporting obligations, regulated under GDPR and the EU Data Act) cannot pool raw payroll data — FL is the only credible path to cross-municipality analytics.
The Brief
What you'll do, and what you'll demonstrate.
Build a federated-learning + differential-privacy prototype across 8 simulated municipalities and quantify the accuracy/privacy tradeoff.
Earning criteria — what you'll demonstrate
- Implement federated averaging with a real FL framework
- Integrate DP-SGD into federated training loops
- Quantify accuracy vs privacy-budget tradeoffs honestly
- Communicate FL + DP guarantees to a senior statistician audience
Program Fit
Where this fits in your program.
Sharpens the same skills your degree expects you to demonstrate.
Privacy-Enhancing Technologies
Master · Security
Strong alignment
This challenge maps to Privacy-Enhancing Technologies at the Master level. It sharpens the same practical skills your coursework expects — but in a real industry context with actual constraints and deliverables.
Skills
Skills you'll demonstrate.
Each one shows up on your verified credential.
- Federated Learning
Apply federated learning to solve real industry problems and demonstrate production-level capability.
- Differential Privacy
Apply differential privacy to solve real industry problems and demonstrate production-level capability.
- Python Programming
Apply python programming to solve real industry problems and demonstrate production-level capability.
- Machine Learning
Train, evaluate, and deploy models that solve real business problems.
- Privacy Engineering
Apply privacy engineering to solve real industry problems and demonstrate production-level capability.
- Benchmarking
Apply benchmarking to solve real industry problems and demonstrate production-level capability.
Careers
Career paths this challenge builds toward
Completing this challenge demonstrates skills that transfer directly to these roles: