Data Science


Modelling, Prediction and Visualization


Probabalistic Programming II

In this article we try regression and prediction using PyMC3 and a concept called Gaussian processes. And this famous german guy Gauss? How smart was he, really?

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00h

Dealing with Uncertainty

Making good predictions is difficult, predicting the future is even harder. But let's start with a simple curve fitting example using probabalistic programming and go from there.

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The Birding Forecast

The Birding Forecast estimates the likelihood of finding a bird species on a specific birding location. When during the year are the chances higher to find a specific species and what species are most likely to see right now?

Try The Birding Forecast

3v

The Probability of Birding

Could data science help you in your birding efforts? Perhaps, otherwise just check out the graphs to confirm what you already knew.
So let's dive into crunching the data from a birders perspective.

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2h

AI and Machine Learning

The Mystery Birdname Quiz creates completely fictitious birdnames using AI/Machine Learning. Mixed with random real names it makes a bird quiz application.
The LSTM-model used was trained in a Python environment and converted to TensorFlow JS to run in the web browser.

Try The Mystery Birdname Quiz

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Reproduction Rate for COVID-19 in Sweden

Visualization of the estimated reproduction rate (Rt) and Mobility. Also check out charts showing seasonal induced Virus Decay vs Rt, IFR, PCR-Testing volume, proportion of positive cases and Anti-Body levels.

See COVID-19 stats

4h

Contact

Statgenic Data Science
E-mail: statgenic at knutas.com

3h