Herbstsemester 2026
Student Projects
MLOps — Hochschule Luzern · projects in progress
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AareCast — 24-Hour Aare Water Temperature Forecast for Bern
Predicts the Aare water temperature at the Bern-Schönau gauge 24 hours ahead, re- issued every hour, so swimmers can plan tomorrow's swim. Combines live Aare.guru and BAFU gauge data, including the upstream Thun outflow, with issued MeteoSwiss forecasts.
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S&P 500 Realized Volatility Forecast
Forecasts the realized volatility of the S&P 500 (SPY) over the next five trading days, updated after every US market close. Benchmarked against trailing 20-day volatility and the VIX, for risk managers and long-term investors.
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Regional Nectar-Flow Forecast — 10-Day Hive-Weight Prediction
Predicts the daily weight gain or loss of monitored bee colonies in the Central- Swiss pre-Alps for the next ten days, refreshed every morning from hive-scale uploads and weather forecasts. Helps beekeepers time harvests, feeding and nectar gaps.
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Swiss Segmented Unemployment Rate Predictor
Forecasts Switzerland's quarter-ahead ILO unemployment rate for the national total and 44 demographic segments by gender, nationality and age. All 45 series are predicted on every run and can be explored in a checkbox UI.
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Negative Hours — Predicting Negative Power Prices
Predicts at 10:00 on the day before which hours of tomorrow's German-Luxembourg day-ahead auction will clear below zero. Aimed at solar, wind and battery operators who must bid before the 12:00 gate closure.
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One Piece Card Game Leader Matchup Predictor
Estimates the probability that a player using one Leader beats a player using another, from Swiss-round results of Limitless tournaments. Shows recent win rates and match counts next to each prediction, evaluated with the Brier score.
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Pedestrian Flow on Zurich's Bahnhofstrasse
Predicts hourly pedestrian counts on Bahnhofstrasse (Mitte) in Zurich from the city's open footfall sensors and MeteoSwiss weather data. Built to help nearby shops and restaurants anticipate customer traffic.
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Lake Geneva Water Temperature Forecast
Predicts tomorrow's mean water temperature of Lake Geneva at the BAFU station in Geneva, issued every evening at 18:00. Meant for the swimmers and paddlers who use the lake all year round.
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skyjam — Forecasting GNSS Interference over European Airspace
Predicts, for every H3 airspace cell over Europe, the probability of GNSS jamming or spoofing six hours ahead, re-issued hourly. Labels come from the navigation- integrity values aircraft broadcast over ADS-B.
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setMaker — Irish Session Tune Set Recommender
Recommends ten tunes that fit well into a set with a given Irish traditional tune, learned from historical set data on thesession.org. Evaluated by Recall@10 against a co-occurrence frequency baseline.
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Day-Ahead Swiss Electricity Load Forecast
Forecasts Switzerland's total hourly electricity load for all 24 hours of the next day, every morning at 08:00. Runs straight into the heating season, so the system has to cope with real, predictable data drift.
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HN Breakout — Early Prediction of Hacker News Front Page Posts
Watches every new Hacker News story for its first 30 minutes and predicts whether it will reach 100 points within 24 hours. Benchmarked against a points-momentum baseline, with daily top-10 alerts for authors and readers.
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Padel Predictor — Pre-Match Win Probabilities for the Premier Padel Tour
Predicts the probability that one pair beats another for every scheduled main-draw match on the Premier Padel and FIP tours, refreshed every morning. The data provider's own Elo serves as the first champion model to beat.
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AuroraCast — 3-Hour-Ahead Kp Forecasting from Live Solar-Wind Data
Forecasts the planetary geomagnetic Kp index and the chance of a G1+ storm for the next three-hour interval from live NOAA solar-wind measurements. For aurora watchers, photographers and HF-radio users.
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Predicting Pedestrian Flow — 60-Minute Urban Footfall Forecast
Forecasts the number of pedestrians at the Lintheschergasse counter in Zurich for the next hour. Tests whether upcoming public-transport activity, weather and calendar context beat a strong seasonal baseline.
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Swiss Control Area Balance Forecast
Forecasts the total system imbalance of the Swiss control area for the next 24 hours at 15-minute resolution, from data Swissgrid publishes daily. Retrains every day and serves the latest forecast on a small dashboard.
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Urban Canopy Change Forecast — Prioritizing Tree Replacement in Zurich
Estimates how crown-covered area changes in each 100 m cell of Zurich between LiDAR epochs. Turns the estimates into a prioritization map that shows where canopy loss is likely and replacement planting matters most.
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FlowGuard — 24-Hour River Level Forecast for Canton Uri
Predicts water levels 24 hours ahead at six BAFU gauges along the Reuss and Schächen in canton Uri, treating them as one connected system. Each forecast maps to a drought, normal or flood-risk band on a dashboard.
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Zurich Footfall Forecast — Bahnhofstrasse Mitte
Predicts hourly pedestrian counts at Bahnhofstrasse Mitte in Zurich for the following day from continuously updated sensor data. Measured against a seasonal- naive baseline that repeats last week's count.
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