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Statistical Learning

Learn some of the main tools used in statistical modeling and data science. We cover both traditional as well as exciting new methods, and how to use them in R.



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The techniques and tools covered in Statistical Learning are most similar to the requirements found in Data Scientist job advertisements.


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Tools
R

Techniques
Applied Mathematics Classification Data Science Data Analysis Data Modeling Regression Nonlinear Models Formulas Statistical Analysis Cluster Analysis Random Forest Unsupervised Learning Supervised Learning

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Spatial Statistics in R

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Designing and Analyzing Clinical Trials in R

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An Introduction to Statistical Learning

Online Textbooks

Statistical Modeling: A Fresh Approach

Online Textbooks

Statistical Thinking for the 21st Century
R for Statistical Learning

Online Textbooks

Fundamentals of Statistics

EdX - Massachusetts Institute of Technology

Advanced Linear Models for Data Science 2: Statistical Linear Models

Coursera - Johns Hopkins University

Data Analysis: Statistical Modeling and Computation in Applications

EdX - Massachusetts Institute of Technology