Modelos Lineares com Abordagem Bayesiana & COVID-19
Learn Bayesian statistical modeling for predictive analysis using the COVID-19 pandemic in Brazil as a case study. Data science, statistics, and epidemiology.
Course Content
Modelos Lineares com Abordagem Bayesiana & COVID-19 is an all-levels Udemy course taught by André Marques. It runs 5h 17m, is taught in Portuguese, and includes a certificate of completion. Learners rate it 4.4 out of 5 from 12 reviews, with 61 students enrolled. It is a paid course, first published August 2020.
Looking for an introductory course on Bayesian Regression Models? This course is perfect for you! It's designed as a beginner-friendly introduction to statistical modeling using a Bayesian approach.
We'll explore the three essential techniques in Bayesian statistical modeling:
- Bayesian Linear Regression (Simple): Learn the fundamentals of applying Bayesian methods to simple linear regression.
- Bayesian Multiple Linear Regression: Master multiple linear regression techniques with a Bayesian framework.
- Bayesian Analysis of Variance (ANOVA): Understand and apply Bayesian ANOVA for comparing means across groups.
This course demonstrates how to work with both qualitative and quantitative data to make predictions across a wide range of phenomena.
By the end of the course, you'll develop a comprehensive case study using official Brazilian data. We'll analyze COVID-19 mortality rates across different regions of Brazil, leveraging the predictive models taught throughout.
Presented with clear, accessible language while maintaining scientific rigor, this course is ideal for:
- Individuals needing to quickly learn statistical modeling techniques.
- Researchers aiming to incorporate rigorous scientific methods into their projects.
Whether you are an undergraduate student, master's student, doctoral candidate, established researcher, or a competitive intelligence professional, this course provides valuable skills. Gain practical experience with Bayesian statistics and predictive modeling.
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