Facebook Volume prediction

Need to do the below for a given data set – Looking for R Code Development

  
4. DATA PRE-PROCESSING…………………………………………………………………………………………………….. 
4.1 Variable Data Type Transformation:…………………………………………………………………………………  
4.2 Removal of unwanted variables:……………………………………………………………………………………..  
4.3 Missing Value Treatment:………………………………………………………………………………………………  
4.4 Data split into test and train:…………………………………………………………………………………………..  
4.5 Outlier treatment:………………………………………………………………………………………………………..  
5. ANALYTICAL APPROACH:……………………………………………………………………………………………………  
5.1 Model Building, Validation and Tuning………………………………………………………………………………  
6. MODELLING PROCESS………………………………………………………………………………………………………..  
7. MODEL COMPARISONS……………………………………………………………………………………………………..  
1. Feature Selection using different methods:………………………………………………………………………..  
2. Model Comparison after Feature Selection:………………………………………………………………………..  
3. Model Comparison after Dimension Reduction:   

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