Bayesian Statistics

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Introduction to Bayesian Statistics Using R (edX)

Learn the fundamentals of Bayesian approach to data analysis, and practice answering real life questions using R. Basics of Bayesian Data Analysis Using R is part one of the Bayesian Data Analysis in R professional certificate. Bayesian approach is becoming increasingly popular in all fields of data analysis, including [...]

Sensor Fusion and Non-linear Filtering for Automotive Systems (edX)

Learn fundamental algorithms for sensor fusion and non-linear filtering with application to automotive perception systems. In this course, we will introduce you to the fundamentals of sensor fusion for automotive systems. Key concepts involve Bayesian statistics and how to recursively estimate parameters of interest using a range of different [...]

Applied Bayesian for Analytics (edX)

Learn how to construct, fit, estimate and compute Bayesian statistical models with the help of OpenBUGS (freely available software). Bayesian Statistics is a captivating field and is used most prominently in data sciences. In this course we will learn about the foundation of Bayesian concepts, how it differs from [...]

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 [...]

Statistical Inference and Modeling for High-throughput Experiments (edX)

A focus on the techniques commonly used to perform statistical inference on high throughput data. In this course you’ll learn various statistics topics including multiple testing problem, error rates, error rate controlling procedures, false discovery rates, q-values and exploratory data analysis. We then introduce statistical modeling and how it [...]

Data Science in the Games Industry (FutureLearn)

Learn how the games industry can use big data to enhance the gaming experience and increase profits. Use data analysis to build better gaming experiences. The video games industry collects vast amounts of data from its users. But most of this data is disregarded despite its value to the [...]