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Advanced Statistical Computing with R

  • What is R ?
  • Get Started In R: Written Tutorial
  • Video Tutorials
  • Basic Statistical Tests
  • Regression Modelling
  • Model Selection Strategies
  • Subset Variables Selection Strategies
  • Advanced Regression Types
  • Logistic Regression
  • Robust Regression
  • Decision Trees
  • Principal Component Analysis
  • Discriminant Analysis
  • Cluster Analysis
  • Association Mining
  • Time Series Analysis
  • Time Series Forecasting
  • random Forests
  • Basic Text Mining and WordCloud
  • Extract Tweets
  • Naive Bayes Classification
  • Hidden Markov Models
  • Support Vector Machines
  • Cubist
  • Probit Regression
  • Ordered Logistic and Probit Regression
  • R Tips and Trivia
  • Practice Exercises
  • Essentials of Making Plots and Graphs
  • Parallel Computing
  • Strategies To Speed Up R Code
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