Data Science SAS

Course Content

Total learning: 18 lessons

Part -10

Part-10: Predictive modeling & Diagnostics :

  • Correlation
  •  SLR Regression
  •  MLR Regression
  •  Examination Residual analysis
  •  Auto Correlation
  •  Test of ANOVA Significant
  •  VIF Analysis
  •  Test of Ttest Significant
  •  CP Indexing
  •  Eigen Value for PCA Analysis
  •  Homoscedasticity
  •  Heteroskedasticity
  •  Stepwise regression
  • Forward Regression
  •  Backward Regression
  •  Multicollinearity
  •  Cross validation
  •  MAPE
  •  Check prediction accuracy
  •  Standized regression
  •  Quadraint Regression
  •  Transformed Regression
  •  Dummy Variables Regression
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