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1. Machine Learning - Linear Regression in JASP

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Stats, stat

This video explains how to train a simple linear regression machine learning model in JASP.

This series is about training various machine learning regression models in JASP.

The analysis shown here is done in the statistical software package JASP
The JASP website: https://jaspstats.org/
The JASP download page: https://jaspstats.org/download/
The Campbell collaboration website for calculating effect sizes https://www.campbellcollaboration.org...

How to download and install JASP:    • 1. How to download + install JASP  t...  
How to convert and upload a Microsoft Excel file to JASP:    • 3. How to upload a data file to JASP  
Types of data and variables:    • 4. Types of data and variables  how ...  
Which statistical test to use:    • 5. Which statistical test to use  wh...  
Null and alternative hypotheses:    • 6. What are null and alternative hypo...  
pvalue and statistical significance:    • 7. The pvalue  transcending beyond ...  
Writing up the final report:    • 8. Final reporting  writing, copying...  
Bayesian vs. Frequentist analysis:    • Introduction to Bayesian analysis vs....  
When should you use Bayesian analysis:    • When should you use Bayesian analysis?  

This tutorial shows how anyone can do statistical analysis, free of cost, irrespective of their mathematical aptitude. These tutorials are made especially for medical students and residents or any researcher in health who needs data quickly analyzed, with tables, graphs, and plots conveying maximum information and also reporting those results in a standard manner so that writing the 'materials and methods' and 'results' section of the manuscript becomes a cakewalk.

Statistics, especially biostatistics, is an enigma for medical students throughout their undergraduate days. Applying a few formulae that didn't even make sense during a 15minute biostatistics exam was all that was expected.

When it comes to research, however, students often employ the services of a statistician to help analyze their data.
Seldom do students do statistical analyses on their own.
The following video series will help medical students to analyze their own data.

Our tool of choice will be JASP software, an excellent and free, opensource alternative to the goldstandard SPSS software, which needs users to pay to use the software a luxury students cannot afford!

The following series will focus on using software to do statistical analyses, quite unlike what is taught in most medical schools. I hope that this series will help medical students take up research early on in their undergraduate days and analyze their own data completely independently. I also hope that this will change the perspective of biostatistics that medical students have, which is inculcated by the syllabus studied during their MBBS days.

posted by calliperac