projeto
What Your Heart Rate Is Telling You
Iniciante
Updated 06/2024Iniciar Projeto Gratuitamente
Incluído comPremium or Teams
10 Tasks1,500 XP4,552
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Tentar DataCamp for BusinessProject Description
Heart disease is the leading cause of death in the United States. Researchers are using several data mining techniques to help health care professionals in the diagnosis of heart disease. In this project, you will examine the relationship between the maximum heart rate one can achieve during exercise and the likelihood of developing heart disease. Using multiple logistic regression, you will handle the confounding effects of age and gender.
This project uses the Cleveland heart disease dataset.
Project Tasks
- 1Heart disease and potential risk factors
- 2Converting diagnosis class into outcome variable
- 3Identifying important clinical variables
- 4Explore the associations graphically (i)
- 5Explore the associations graphically (ii)
- 6Explore the associations graphically (iii)
- 7Putting all three variables in one model
- 8Extracting useful information from the model output
- 9Predicted probabilities from our model
- 10Model performance metrics
Technologies
R
Amy Yang
Ver MaisSenior Data Scientist at Uptake