The main goal of the course is to provide the students with a set of competences for the understanding and application of statistical concepts and techniques in computer sciences. These competences can be classified as basic, general and specific.
-Proficiency to gather and interpret relevant data (usually within their field of study) to inform judgments that include reflection on relevant social, scientific or ethical topics. (CB3)
-Proficiency to apply knowledge of mathematics, statistics, computer science, and engineering as it applies to the fields of computer hardware and software. (PO a)
-Proficiency to interpret data and results of experiments. (PO b)
-Proficiency to independently acquire and apply required information related to statistical techniques with the aim of designing, monitoring, and managing computer systems. (PO i)
-Proficiency to communicate effectively by oral, written, and graphical means, the results of statistical analysis. (PO g)
-Proficiency to solve mathematical problems arising in engineering. Proficiency to apply knowledge of linear algebra; differential and integral calculus; numerical methods; numerical algorithms; statistics and optimization. (CGB1)
-Proficiency to analyze and synthetize the main information content in a set of univariate and multivariate data.
-Proficiency to compute probabilities and statistical moments at different dimensions
-Proficiency to use random variables as a statistical device to model real phenomena.
-Proficiency to identify the appropriate probability model for specific real situations.
-Knowledge of the properties of point and interval estimation methods, with the aim of doing statistical inference.
-An Proficiency to use statistical models as well as the Proficiency to perform an optimal estimation of the parameters by maximizing the likelihood and minimizing the prediction errors.
-Proficiency to formulate and testing hypothesis about a population.
-Proficiency to design lineal models that help to understand and predict real phenomena.
-Proficiency to use statistical software.