#anomaly detection hackathon ideas

5 ideas across 3 categories · 0 beginner · 1 intermediate · 4 advanced. Sorted by judging fit (editorial estimate).

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Fintech
Transaction Anomaly Detector
Spot unusual transactions with explainable reasons
Advanced24h2–3
PythonScikit-learnFastAPI
17/20
Climate
Campus Building Energy Forecaster
Forecast each building's energy use and flag waste such as cooling empty halls
Advanced28h2–4
PythonForecastingECharts
16/20
Climate
Satellite Deforestation Alert Map
Spot new forest loss from satellite imagery and get alerts for watched areas
Advanced32h2–4
Satellite dataPythonLeaflet
15/20
Climate
Rooftop Solar Underperformance Detector
Compare real solar output with what the panels should produce and flag faults
Advanced26h1–3
pvlibPythonCharts
15/20
Devtools
Log Anomaly Explainer
Finds the unusual lines in huge logs and explains them
Intermediate24h1–3
PythonLLMReact
15/20

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