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  1. spatio-temporal-maps spatio-temporal-maps Public

    LSTM-based spatio-temporal modelling of air pollution data from Bangalore monitoring stations. Generates denser temporal pollution maps to improve individual exposure prediction. Includes attention…

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  2. smart-city-platform smart-city-platform Public

    End-to-end smart city air quality platform: IoT sensor simulation, MongoDB storage, 2-layer LSTM forecasting (RMSE 6.94, R² 0.79), live Streamlit dashboard, and business case PDF. Built for Helsink…

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  3. flood-finland flood-finland Public

    Flood risk analysis across Finland's 8 major river basins. 10 years of SYKE hydrology data, Gumbel return period modelling, Mann-Kendall trend analysis, and an 8-page interactive Streamlit dashboar…

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  4. work-in-tech-finland work-in-tech-finland Public

    Analytics dashboard for the Work In Tech Finland reskilling programme — SmartWork Academy, 2023-2024

    Python

  5. Land-use-regression-air-quality-prediction Land-use-regression-air-quality-prediction Public

    Land Use Regression modelling for predicting urban NO₂ and PM₂.₅ concentrations at Finnish monitoring stations using real EEA air quality data, Ridge regression, Random Forest, and Gradient Boosting

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