ML Engineer • Mechanical Engineer • Industrial AI Builder • Research-Oriented
🐬 surfing the data ocean
Building intelligent systems for real engineering problems
⚙️ physics-aware ML • 🧠 graph learning • 📡 industrial data • 🏭 digital twins
🎓 exploring research directions toward a future PhD
┌──────────────────────────────────────────────────────────────┐
│ I turn engineering knowledge + data into useful AI systems │
└──────────────────────────────────────────────────────────────┘manuel = {
"role": "AI engineer for engineered systems",
"interests": [
"physics-aware machine learning",
"graph-based representations",
"industrial intelligence",
"AI for engineering systems"
],
"status": "exploring PhD opportunities in AI for engineering systems",
"vibe": "research x software x engineering"
}
- Build AI for machines, sensors, and industrial systems
- Combine physics + ML + structure instead of using black-box models only
- Design solutions for health monitoring, degradation modeling, and decision support
- Explore graph ML, time series, and digital representations of assets
Graph ML
Time Series
Digital Twins
Condition Monitoring
RUL
OPC UA
Industrial AI
- 🔗 Structured AI for engineering systems
- 🧪 Explainable industrial machine learning
- ⚙️ Hydraulic systems intelligence
- 🏗️ AI that understands system structure, not only signals
code with structure • models with meaning • engineering with intelligence
