FIT2086 Modelling For Data Analysis Notes | Assignment Help | Syllabus
University: Monash University
“This section delves into the statistical modeling underpinnings that underpin Data Science’s analytic features. It includes the following topics:
Data: gathering and sampling, as well as data quality.
Statistical hypothesis testing, exploratory and confirmatory analysis are examples of analytic activities.
Dependence and independence, multivariate Gaussian, Poisson, and Dirichlet distributions, random number generation and simulation of distributions, sample simulation (bootstrap).
Linear and logistic regression, as well as Bayesian classification, are examples of predictive models.
Parameter and function estimation, maximum likelihood and least cost estimators, Monte Carlo estimators, inverse probabilities and Bayes theorem, bias vs variance and sample size effects, cross validation, model performance estimates”
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