Parametric estimation Online Courses & Certifications

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Linear Regression, GLMs and GAMs with R

by Geoffrey Hubona, Ph.D.

8 hours on-demand video

The course demonstrates the estimation of GLMs and GAMs by working through a series of practical examples from the book Generalized Additive Models: An Introduction with R by Simon N. GAMs allow for the estimation of regression coefficients that take the form of non-parametric smoothers....

$12.99

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Statistical Inference and Modeling for High-throughput Experiments

by Rafael Irizarry , Michael Love

4 Weeks

In particular, we will discuss parametric distributions, including binomial, exponential, and gamma, and describe maximum likelihood estimation....

$149

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Mathematics & Statistics of Machine Learning & Data Science

by Cinnamon TechX

11 hours on-demand video

Parametric Methods Nonparametric Density Estimation...

$12.99

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Probabilistic Graphical Models 3: Learning

by Daphne Koller

Approx. 66 hours to complete

The course discusses the key problems of parameter estimation in both directed and undirected models, as well as the structure learning task for directed models. Parameter Estimation in Bayesian Networks Maximum Likelihood Estimation Maximum Likelihood Estimation for Bayesian Networks Bayesian Estimation Bayesian Estimation for Bayesian Networks Learning in Parametric Models MAP Estimation for MRFs and CRFs Parameter Estimation in MNs...

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