About this Specialization
This Specialization is intended for all learners seeking to develop proficiency in statistics, Bayesian statistics, Bayesian inference, R programming, and much more. Through four complete courses (From Concept to Data Analysis; Techniques and Models; Mixture Models; Time Series Analysis) and a culminating project, you will cover Bayesian methods — such as conjugate models, MCMC, mixture models, and dynamic linear modeling — which will provide you with the skills necessary to perform analysis, engage in forecasting, and create statistical models using real-world data.
| From | University of California, Santa Cruz via Coursera |
|---|---|
| Hours | 202 |
| Instructors | Abel Rodriguez, Raquel Prado, Matthew Heiner, Herbert Lee, Jizhou Kang |
| Language | English |
| Subjects | Programming Data Science Mathematics |
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Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Vital Statistics Clerk $38k
Adjunct Instructor, Mathematics and Statistics $44k
Coordinator NAEP-Howard Statistics and Evaluation Institute $46k
Data Analytics (Statistics) $47k
Medical Coder (Public Health Statistics) 2 $51k
Bank Structure Analyst, Statistics and Reserve Accounts $66k
Adjunct Professor - Statistics and Research Methods $69k
Data Scientist/Statistics - Applied Technology $83k
Senior Subscriber Statistics Analyst $84k
Assistant Professor, Experimental Design and Inferential Statistics $102k
Assistant Professor of Mathematics and Statistics $111k
Kay Sugahara Professor of Social Sciences and Statistics $128k
Courses in this Specialization
Listed in the order in which they should be taken
| Starts | Course Information | |
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Jun |
Bayesian Statistics: From Concept to Data Analysis 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... Coursera | University of California, Santa Cruz |
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Jul |
Bayesian Statistics: Techniques and Models (You were viewing this course) This is the second of a two-course sequence introducing the fundamentals of Bayesian statistics. It builds on the course Bayesian Statistics: From Concept to Data Analysis, which... Coursera | University of California, Santa Cruz |
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Jul |
Bayesian Statistics: Mixture Models Bayesian Statistics: Mixture Models introduces you to an important class of statistical models. The course is organized in five modules, each of which contains lecture videos,... Coursera | University of California, Santa Cruz |
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Jul |
Bayesian Statistics: Time Series Analysis This course for practicing and aspiring data scientists and statisticians. It is the fourth of a four-course sequence introducing the fundamentals of Bayesian statistics. It... Coursera | University of California, Santa Cruz |
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Jun |
Bayesian Statistics: Capstone Project This is the capstone project for UC Santa Cruz's Bayesian Statistics Specialization. It is an opportunity for you to demonstrate a wide range of skills and knowledge in Bayesian... Coursera | University of California, Santa Cruz |
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| From | University of California, Santa Cruz via Coursera |
|---|---|
| Hours | 202 |
| Instructors | Abel Rodriguez, Raquel Prado, Matthew Heiner, Herbert Lee, Jizhou Kang |
| Language | English |
| Subjects | Programming Data Science Mathematics |
Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Vital Statistics Clerk $38k
Adjunct Instructor, Mathematics and Statistics $44k
Coordinator NAEP-Howard Statistics and Evaluation Institute $46k
Data Analytics (Statistics) $47k
Medical Coder (Public Health Statistics) 2 $51k
Bank Structure Analyst, Statistics and Reserve Accounts $66k
Adjunct Professor - Statistics and Research Methods $69k
Data Scientist/Statistics - Applied Technology $83k
Senior Subscriber Statistics Analyst $84k
Assistant Professor, Experimental Design and Inferential Statistics $102k
Assistant Professor of Mathematics and Statistics $111k
Kay Sugahara Professor of Social Sciences and Statistics $128k
Similar Courses
Sorted by relevance
