Elian Angius
Expertise
Skills & technologies I specialize in.
Data Science & ML
Predictive Modeling Forecasting Deep Learning Agentic Systems Vector Embeddings Information Retrieval Model Explainability
Location Intelligence
Geospatial Mapping Kernel Density Heatmaps Search & Routing Demographic Modeling Knowledge Graphs
Applied Research
Exploratory Analysis Rapid Prototyping System Design Simulation A/B Testing
Leadership
Requirements Specs Agile Roadmapping Cross-Functional Collab Product Demos Team Mentoring
Projects
A selection of my works, experiments & prototypes.
Occupancy Prediction
Classifies daily booked, offline & vacant calendars of scraped Airbnbs — enabling accurate revenue projections.
- Time-Series
- Hierarchical Classification
Vacation Rental Valuator
Appraises properties relative to their markets — trained on-demand allowing for what-if competitive analysis.
- Simulation
- Explainability
- Ranking
Safer Routing
Navigating pedestrians across a city through the safest path — not just the shortest.
- REST
- Geospatial
- Optimization
Neighbourhood Vibes
Measure the local sentiment & interests from streaming social media, news & events.
- Simulation
- NLP
- LLM
- Geospatial
Probabilistic Geocoder
Resolves noisy, ambiguous & privacy-protected location references from web data into a best-effort polygon & confidence-weight.
- NLP
- Geospatial
- Probabilistic Modeling
ML Debuggability
Instruments tree-based models with learn-time metadata & run-time signals to diagnose why any prediction went wrong.
- MLOps
- Explainability
- Tree Models