Page 177 - AI Ver 3.0 class 10_Flipbook
P. 177

UNIT 2



                                                            ADVANCED CONCEPTS OF


                                                                      MODELING IN AI












                                  Learning Outcomes




                     •  Revisiting AI, ML, DL                             •  Common Terminologies used with Data
                     •  Modelling                                         •  What is Neural Network?
                     •  How does AI make a Decision?



                 Computer science has changed how we live, work, and use technology, leading to progress in areas like artificial
                 intelligence,  data  science,  cybersecurity,  and  robotics.  It  helps  solve  difficult  problems  using  smart  programs,
                 automation, and data analysis. Before learning about modelling, let us first revise some of the basic terminologies
                 of AI.

                         Revisiting AI, ML, DL


                 AI is a broad field that encompasses various technologies, including Machine Learning and Deep Learning.
                 These technologies are interconnected and can be understood as follows:



                                                                          It is the ability of machines to simulate
                                     Artificial Intelligence
                                                                          human intelligence.

                                                                          It is a subset of Artificial Intelligence that

                                      Machine Learning                    enables  machines to  learn  from  data
                                                                          and improve their performance without
                                                                          explicit programming.

                                                                          It is a subset of Machine Learning that
                                      Deep Learning
                                                                          uses neural  networks  to process large
                                                                          amounts  of  data  and  solve  complex
                                                                          problems.

                 Let us understand AI, ML and DL in detail.






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