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A collection of personal data science projects, machine learning projects, and mathematical/statistical insights.

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Data science projects

Jon Tingvold

A collection of personal data science and machine learning projects, and mathematical/statistical insights.

Mathematical/statistical insights

Why software projects take longer than you think

When curse of dimensionality is a problem—and when it is not

Data visualizations

Supply and demand curves on Nord Pool

Forecasting electricity load

1 - Forecasting electricity load using temperature and Fbprophet (A generalized additive model with Fourier series)

2 - Forecasting electricity load using a LSTM neural network

Hydrological models

1 - Hydrological modeling with a simple LSTM network of 30 units

2 - SwiftHBV. A HBV-model implemented with Swift with Simplex/Nelder–Mead to calibrate modelparameters.

The links point to Nbviewer because Github loads jupyter notebooks quite slow and sometimes fail to load them entirely. If the links are broken you can find them on from this repository's root on Nbviewer.

Questions?

Feel free to send me an email if you have questions about the projects.

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A collection of personal data science projects, machine learning projects, and mathematical/statistical insights.

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