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Bayesian Statistics: From Concept to Data Analysis

Bayesian Statistics: From Concept to Data Analysis

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Course Highlights

  • 10 Hours of E-learning content, tests etc

  • Enroll for free | Pay for Certification Examination

  • Offered By University of California, Santa Cruz

  • 15% individuals got a tangible career benefit from this course

  • SKILLS YOU WILL GAIN: Statistics, Bayesian Statistics, Bayesian Inference, R Programming

Mode of learning: Online self study

Course Overview

What are the course deliverables ?
  • Completion of this course will give you an understanding of the concepts of the Bayesian approach, understanding the key differences between Bayesian and Frequentist approaches, and the ability to do basic data analyses.

More about this course
  • 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 to the more commonly-taught Frequentist approach, and see some of the benefits of the Bayesian approach. In particular, the Bayesian approach allows for better accounting of uncertainty, results that have more intuitive and interpretable meaning, and more explicit statements of assumptions. This course combines lecture videos, computer demonstrations, readings, exercises, and discussion boards to create an active learning experience. For computing, you have the choice of using Microsoft Excel or the open-source, freely available statistical package R, with equivalent content for both options. The lectures provide some of the basic mathematical development as well as explanations of philosophy and interpretation. Completion of this course will give you an understanding of the concepts of the Bayesian approach, understanding the key differences between Bayesian and Frequentist approaches, and the ability to do basic data analyses.

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    4.1

    Based on 1 Ratings

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    Ravina Vashistha

    The learning experience was great from attempting quizes to submitting assignments everything was very good.
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