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If you are interested in Data Science, these FREE courses from Stanford make learning easy and accessible for everyone:
1. Statistical Learning with R. In this course you are going to learn about:
* Overview of statistical learning
* Linear regression
* Classification
* Resampling methods
* Linear model selection and regularization
* Moving beyond linearity
* Tree-based methods
* Support vector machines
* Deep learning
* Survival modeling
* Unsupervised learning
* Multiple testing
2. R Programming Fundamentals. In this course you are going to learn about:
* How to download and install R.
* How to use R in an interactive and easy-to-understand environment.
* What the key objects are and how we manipulate them in R.
* Where the objects are stored and how to save our work.
* All the important data structures: data frames, lists, matrices.
* How to import data into R and how to save your work.
* How to manipulate and preprocess data and work with missing values.
* How to plot your data – an introduction to ggplot2.
* How to use the wealth of contributed packages to achieve a specific task.
3. Statistical Learning with Python. In this course you are going to learn about:
* Overview of statistical learning
* Linear regression
* Classificaiton
* Resampling methods
* Linear model selection and regularization
* Moving beyond linearity
* Tree-based methods
* Support vector machines
* Deep learning
* Survival modeling
* Unsupervised learning
* Multiple testing
What would you like to learn next?
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