Page 83 - eBook_Proceedings of the International Conference on Digital Manufacturing V1
P. 83

Leveraging Machine Learning to Enhance Supply Chain Agility and Strategic
                                    Operational Excellence






























                        Figure 25: Flow Chart Processing for Model 4
















                  Figure 26: Scatter Plot Between Actual vs Predicted Demand

                  From Figure 26,  based on findings from the R2 value and the
               graphs between “Actual vs Predicted Products Sold”, the value of
               R2 have increased from (0.188) to (0.95) when the data set was
               further refined for XGBoost Modelling Technique and the values
               are even closer to the actual line and more sorted than the previous
               model.  It is evident  that  this model is much better than  the





                                              67
   78   79   80   81   82   83   84   85   86   87   88