Page 392 - AI Ver 3.0 class 10_Flipbook
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Factor                      Smart-bot                                 Script-bot

                                     Can  adapt  to  new  scenarios  and  learn  from  Fixed  functionality;  cannot  adapt  to  new
                      Adaptability
                                     interactions.                               scenarios unless reprogrammed.
                      Response       Handles  dynamic,  context-aware,  and  nuanced  Handles simple, straightforward tasks with
                      Complexity     conversations.                              limited scope.
                                     Can  improve  through  machine  learning  and  No  learning  capability;  requires  manual
                      Learning Ability
                                     feedback loops.                             updates to change behaviour.
                      Flexibility    Works across a variety of tasks and domains.  Limited to specific tasks and workflows.
                                     ChatGPT, customer service AI, personal assistants  Basic FAQ bots, data-entry bots, or script-
                      Examples
                                     like Siri or Alexa.                         following automation.
                      Development    High:  Requires  AI  training,  natural  language  Low  to  Medium:  Requires  scripting  and
                      Complexity     processing (NLP), and ongoing updates.      workflow definitions only.

                  3.  Following is the corpus:
                    Document 1: This is my first experience of Text Mining.
                    Document 2: I have learnt new technique in this.
                     Perform the following functions on the above corpus:
                     a. Sentence Segmentation
                     b. Tokenization
                     c. Stop words removal
                     d. Lowercase conversion
                Ans.  a. This is my first experience of Text Mining.
                        I have learnt new techniques in this.
                     b.     This           is           my           first      experience       of           Text
                           Mining          .             I           have         learnt        new        techniques
                             in           this           .

                     c.
                               my                 first           experience            Text             Mining
                              learnt              new             techniques

                     d.  this is my first experience of text mining. i have learnt new techniques in this
                  4.  For the given corpus:
                    Document 1: Amit and Amita are twins.
                    Document 2: Amit lives with his grandparents in Shimla.
                    Document 3: Amita lives with her parents in Delhi.
                     Create a step-by-step Document Vector Table.
                Ans.  Step 1  Text Normalisation
                    Document 1: [Amit, and, Amita, are, twins]
                    Document 2: [Amit, lives, with, his, grandparents, in Shimla]
                    Document 3: [Amita, lives, with, her, parents, in Delhi]
                     Step 2  Create Dictionary
                           Amit            and             Amita            are             twins            lives

                           with             his         grandparents         in            Shimla            her
                          parents          Delhi

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