Page 203 - AI Ver 3.0 class 10_Flipbook
P. 203

Inputs         Weights


                                  x               W
                                   1                1



                                                                    Weighted        Activation
                                  x               W                   Sum            Function       Output
                                   2                2
                                                                       ∑                              Y


                                  x               W
                                   3                3


                                                                                        W B            B

                                  x               W
                                   4                4
                                                            Perceptron Model

                 Now we will fill in the four inputs with the factors that we have listed in the sequence of our priority.
                    • Should I bring a cricket kit?                       •  Should I bring a Tambola game to play?

                    • Will there be big playground to play Cricket?       •  Will there be food outlets nearby?

                                                         Perceptron: Go for Picnic



                             Should I bring a cricket kit?


                                                               1st
                           Should I bring a Tambola game            Weighted        Activation
                                      to play?              2nd       Sum            Function       Output


                                                            3rd        ∑                              Y
                           Will there be big playground to
                                   play Cricket?
                                                            4th
                                                                                     W
                                                                                       B
                          Will there be food outlets nearby?                                            B




                 Now, we will assign weights to the factors. The values assigned to weights can be based on experience or personal
                 preference. For instance, someone who has experienced the fun of playing in a big playground at a picnic spot
                 might assign greater importance to having a big ground, believing it allows more people to join and increases
                 the enjoyment. On the other hand, personal preferences vary—someone who isn’t interested in physical activities
                 might give less importance to a large ground.
                 Similarly,  the value assigned to W   (weight  for  the  big  ground)  can  reflect  personal  choices  or  biases,  which
                                                 B
                 may outweigh the influence of all other factors. A person who enjoys physical sports might set a lower value for



                                                                          Advanced Concepts of Modeling in AI   201
   198   199   200   201   202   203   204   205   206   207   208