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204 – Data Analytics with R

“Data Analytics with R” is a course covering the data analytics concepts using R statistical programming language. The attendees will gain knowledge about the R suite, and use the software to prepare, manipulate, and visualize data, and run a variety of statistical modelling and inference techniques.

Course Coverage

R Data Structures

  • Importing Data to R
  • Exporting Data
  • Data Frames
  • Matrices and Vectors

Summarizing and Manipulating Data with dplyr

  • Filtering rows
  • Re-arranging data sets
  • Mutate operation
  • Sampling
  • Summarizing data sets
  • Grouped Operations

Visualizing Data

  • Histograms
  • Plotting Time Series
  • Scatterplots
  • Plotting Matrices
  • Plotting on Map
  • Low-level Plotting Commands

Matrix Computations

  • R Matrix Language
  • Basic Linear Algebra Operations
  • Matrix Decompositions

Statistical Modeling with R

  • Defining Statistical Models
  • Linear Models
  • Plotting and Diagnostics of Fitted Models
  • Making Predictions
  • Generalized Linear Models
  • Tree Based Models
  • Clustering

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Duration
3 Days