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Xomnia is a word combining the letter ‘X’ – the unknown – and “Omnia” – Latin for everything. Our team of data scientists and big data engineers are trained to find the undefined – X – in all the relevant data sources – Omnia. This unknown – X – is untapped business value. Combining the X and Omnia you get the Xomnia spirit. Eager, curious and dedicated people, who have the belief that the future is big data.

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Training

XomniaTrainingsTime series analysis
  • 09:30 - 13:00
  • Xomnia HQ
  • €800

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Time series analysis

What do the weather and the stock market have in common? If your predictions are wrong, you may get burned. But more relevant to the topic at hand, both are examples of time series data: the order in which the data points present themselves is essential to understand what’s going on. Using specialized time series analysis techniques, we can spot trends in the data and build an accurate forecasting model.

This course provides an overview of time series analysis methods, combining theory and practice. You will learn about basic concepts like trends, seasonality, and stationarity, and work with popular models that implement those. You will also learn about more advanced concepts like non-parametric models and generalized additive models. At the end of the course, you will be able to build forecasting models for a wide variety of domains and problem sets.

Tools

  • Python
  • StatsModels
  • Prophet

Techniques

  • Structural decomposition
  • State space models
  • Cointegration
  • ARIMA
  • Holt-Winters
  • Data science
  • Python
  • Time series