Projects

Client project Backtest: returns 15-25% → 10-15%

Bakery Demand Forecasting for Beck Roman

Ongoing client engagement. Daily per-product demand forecasts for a regional bakery. In a three-month backtest the return rate dropped from roughly 15-25% to about 10-15% without more empty shelves at midday.

Heatmap of urban canopy vs impervious surfaces

University project Segmentation: ~85% IoU

AI Canopy-to-Impervious Ratio: Intelligent Urban Planning

Combating urban heat islands with AI: A Deep Learning pipeline fusing LiDAR and aerial imagery to identify optimal locations for tree planting.

Map of urban and alpine divide in Switzerland

University project 2,000+ municipalities comparable

Municipal Similarity in Switzerland

A quantitative benchmarking tool identifying Swiss municipalities with similar socioeconomic profiles using Cosine Similarity, replacing gut-feeling regional comparisons.

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