Data import and export -- Data exploration -- Decision trees and random forest -- Regression -- Clustering -- Outlier detection -- Time series analysis and mining -- Association rules -- Text mining -- Social network analysis -- Case study 1. Analysis and forecasting of house price indices -- Case study 2. Customer response prediction and profit optimization -- Case study 3. Predictive modeling of big data with limited memory -- Online resources.

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