
Lecture Notes
Dear Students the Lecture Notes has been uploaded for the following topics:
Small data, What is Data.,
A short Taxonomy of Data Analytics, Examples of Data Use,
Descriptive Statistics: Scale types.,
Descriptive Univariate Analysis.,
Univariate Frequencies,
Univariate Data Visualization,
Univariate StatisticsCommon Univariate Probability Distributions. 
Lecture Notes
Dear Students the Lecture Notes has been uploaded for the following topics:
Descriptive Multivariate Analysis,
Multivariate Frequencies Multivariate data Visualization, Multivariate Statistics,
Infographics and Word Clouds,
Data Quality and Preprocessing: Data Quality,
Converting to a Different Scale Type,
Converting to a different scale,
Data Transformation,
Dimensionality Reduction,
Attribute Aggregation,
Big Data and Data Science, Big Data Architecture. 
Lecture Notes
Dear Students the Lecture Notes has been uploaded for the following topics:
Regression,
Predictive performance Estimation,
Model Validation,
Finding the Parameters of the Model,
Linear Regression,
Empirical Error,
the Biasvariance TradeOff,
Shrinkage Methods,
Ridge Regression,
Methods that use Linear Combinations of Attributes. 
Lecture Notes
Dear Students the Lecture Notes has been uploaded for the following topics:
Regression,
Predictive performance Estimation,
Generalization,
Model Validation,
Finding the Parameters of the Model,
Linear Regression,
Empirical Error,
The Biasvariance TradeOff,
Shrinkage Methods,
Ridge Regression,
Methods that use Linear Combinations of Attributes