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Features dissertation supervision by users on the Division. Prerequisite(s): CS 9990 that has a minimum amount quality of S
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Reports the techniques and ideas in linear algebra, multivariable calculus, and statistics which are most pertinent to the practicing computer scientist carrying out device Finding out, modeling, or speculation testing with facts. Covers minimum squares regression, obtaining eigenvalues to predict a linear program’s habits, doing gradient descent to suit a design to information, and doing t-exams and chi-sq. assessments to ascertain no matter whether distinctions concerning populations are significant.
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Introduces ideas in used studies. Handles frequentist and Bayesian characterization of uncertainty for continuous and categorical info, concepts of experimental structure, and methods of causal inference.
R can be considered as a distinct implementation of S. There are many essential variances, but much code created for S runs unaltered less than R.
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