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Basic Excel
- Navigation
- Manipulating data
- Working with formulas and addresses
- Charts
Advanced Excel
- Logical functions
- Scenario analysis
- Solver
- Macros
- First glimpse of code: VBA
VBA
- Data types
- Writing a function
- Controlling a program: conditional evaluation and loops
- Debugging techniques
Data Analytics with R
- Introducing R
- Variables and types
- Data manipulation in R
- Writing functions
- Data visualization using ggplot
- Data wrangling with Dplyr
Introduction to Machine Learning with R
- Linear Regression
- Classification and regression trees
- Classification using Support Vector Machines and Random Forests
- Clustering techniques