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 Statistics-Common Univariate Probability Distributions.
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.
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 Bias-variance Trade-Off, Shrinkage Methods, Ridge Regression, Methods that use Linear Combinations of Attributes.
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 Bias-variance Trade-Off, Shrinkage Methods, Ridge Regression, Methods that use Linear Combinations of Attributes
