Free Data Science Courses from Stanford

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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