Certificate "Data Scientist specializend in Time Series Analysis" (Foundation Level)

The certificate "Data Scientist specializing in Time Series Analysis" certifies practical knowledge of methods for analyzing time series data.

A person with the "Data Scientist specializing in Time Series Analysis" certificate

• knows the special features of time series,
• knows what state space is,
• is familiar with recurrent neural networks,
• can apply models for forecasting and explain the limits of forecasting
• and can apply classic data mining methods to time series.

Target group

Data scientists and analysts who want to expand their skills in analyzing time series data. Software developers/architects who develop solutions for analytical problems.

• Time series-specific data analysis
• Descriptive and classical methods
• Time series classification
• ARIMA models – AutoRegressive Integrated Moving Average
• Multivariate time series analysis
• Anomaly detection for time series
• Neural networks for time series
• RNNs and LSTMs
• Neural networks on transformed time series
• Attention mechanism