Bayesian Methods

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Modeling Time Series and Sequential Data (Coursera)

Jun 24th 2024
Modeling Time Series and Sequential Data (Coursera)
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In this course you learn to build, refine, extrapolate, and, in some cases, interpret models designed for a single, sequential series. There are three modeling approaches presented. The traditional, Box-Jenkins approach for modeling time series is covered in the first part of the course. This presentation moves students from [...]

Bayesian Statistics (Coursera)

This course describes Bayesian statistics, in which one's inferences about parameters or hypotheses are updated as evidence accumulates. You will learn to use Bayes’ rule to transform prior probabilities into posterior probabilities, and be introduced to the underlying theory and perspective of the Bayesian paradigm. [...]

Bayesian Algorithms for Self-Driving Cars (edX)

Self Paced
Bayesian Algorithms for Self-Driving Cars (edX)
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"Bayesian Algorithms for Self-Driving Cars" is an advanced Computer science course, designed to equip the student with the most important localization algorithms now deployed in modern autonomous vehicles.

Introduction to Bayesian Data Analysis (openHPI)

Bayesian data analysis is increasingly becoming the tool of choice for many data-analysis problems. This free course on Bayesian data analysis will teach you basic ideas about random variables and probability distributions, Bayes' rule, and its application in simple data analysis problems. You will learn to use the R [...]