What are some advanced techniques in R for data analysis?
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What are some advanced techniques in R for data analysis?
Some advanced techniques include data wrangling with dplyr, visualization with ggplot2, and machine learning with caret.
Can you explain how to use dplyr for data manipulation?
Sure! dplyr provides functions like filter(), select(), and mutate() to manipulate data frames efficiently.
What about using ggplot2 for visualizations?
ggplot2 allows you to create complex visualizations by layering components. You can customize aesthetics and themes.
How can I implement machine learning in R?
You can use the caret package to streamline the process of training and evaluating machine learning models.
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