Bayesian Inference

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Bayesian Statistics: From Concept to Data Analysis (Coursera)

This course introduces the Bayesian approach to statistics, starting with the concept of probability and moving to the analysis of data. We will learn about the philosophy of the Bayesian approach as well as how to implement it for common types of data. We will compare the Bayesian approach [...]

Introduction to PyMC3 for Bayesian Modeling and Inference (Coursera)

May 23rd 2022
Introduction to PyMC3 for Bayesian Modeling and Inference (Coursera)
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The objective of this course is to introduce PyMC3 for Bayesian Modeling and Inference, The attendees will start off by learning the the basics of PyMC3 and learn how to perform scalable inference for a variety of problems. This will be the final course in a specialization of [...]
May 23rd 2022
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41.00 EUR/month

Bayesian Inference with MCMC (Coursera)

May 23rd 2022
Bayesian Inference with MCMC (Coursera)
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The objective of this course is to introduce Markov Chain Monte Carlo Methods for Bayesian modeling and inference, The attendees will start off by learning the the basics of Monte Carlo methods. This will be augmented by hands-on examples in Python that will be used to illustrate how [...]

Introduction to Bayesian Statistics (Coursera)

May 23rd 2022
Introduction to Bayesian Statistics (Coursera)
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The objective of this course is to introduce Computational Statistics to aspiring or new data scientists. The attendees will start off by learning the basics of probability, Bayesian modeling and inference. This will be the first course in a specialization of three courses .Python and Jupyter notebooks will be [...]

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. [...]

Advanced Bayesian Statistics Using R (edX)

Now that you know the basics of Bayesian inference, dive deeper to explore its richness and flexibility more fully. Let’s take a closer look at modeling latent variables, Bayesian model averaging, generalised linear models, and MCMC methods. Advanced Bayesian Data Analysis Using R is part two of the Bayesian [...]

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 [...]

Introduction to Scientific Machine Learning (edX)

Aug 23rd 2021
Introduction to Scientific Machine Learning (edX)
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Learn the basics of machine learning with hands-on practical examples on engineering applications. This course provides an introduction to data analytics for individuals with no prior knowledge of data science or machine learning. The course starts with an extensive review of probability theory as the language of uncertainty, discusses [...]

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 [...]