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Introduction to Data Science & R Programming
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Different Data Types and Structures in R
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Importing / Exporting and Manipulating Data
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Data Summarization and Transformation
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Data Restructure, Loops, Arrays
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Data Visualization
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Basic Statistics
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Hypothesis Testing
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Regression Anaysis
- What is Regression?
- Why do we use Regression Analysis?
- How many types of regression techniques do we have?
- Variable Type for different regression techniques
- Different regression equations and suitable algorithms
- Simple vs. Multiple Linear Regression
- Overview of Logistic Regression
- R-squared, adj. R-squared, Residuals, RMSE
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