Statistics training material

Please click on the links below to access the relevant sections

Foundations

• Data types and summary statistics
• Probability, odds and related things and Slides
• Samples & populations, comparing estimates & confidence intervals
• Hypothesis testing

Modelling methods

• Correlation and linear regression
• Generalized Linear Models (GLM)
• Timeseries forecasting

More advanced stuff:

• Prediction vs. Explanation vs. Causal Inference
• Unsupervised learning: clustering, dimensionality reduction
• Simulation modelling
• Machine learning prediction models

Licence: CC-BY-4.0-1