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5.  Answer any 5 out of the given 6 questions.                                       (1 × 5 = 5 marks)
                i.  Stories change the way that we interact with data, transforming it from a dry collection of ………………………. to something
                  that can be entertaining, thought provoking, and inspiring change.                               1
                  (a) visuals                                    (b) points
                  (c) images                                     (d) facts

                ii.  A good model should have an ………………………. value less than 180.                                   1
                  (a) RMSE                                       (b) MSE
                  (c) Focal Loss                                 (d) MAE

               iii.  Which of the following is incorrect?                                                          1
                  1.  Testing data is the one on which we train and fit our model basically to fit the parameters
                  2.  Training data is used only to assess performance of model
                  3.  Testing data is the unseen data for which predictions have to be made
                  (a) 1) and 3) only                             (b) 1) and 2) only
                  (c) 2) and 3) only                             (d) 1), 2) and 3)
               iv.   Choose an example of an AI predictive model.                                                  1
                  (a) YouTube                                    (b) Spam detection
                  (c) weather forecast                           (d) Sentiment Analysis
                v.  Which of the following are the objectives of the testing team in AI modelling?                 1
                  1.  Model Validation      2.  Security compliance   3.  Understanding data   4.   Minimizing bias
                  (a) (1), (2) and (3)                           (b) (2), (3) and (4)
                  (c) (1), (3) and (4)                           (d) (1), (2) and (4)
               vi.  If AI techniques are to be applied to a dataset, the data must have a ________.                1
                  (a) association                                (b) relationship
                  (c) pattern                                    (d) Either (a) and (b)

                                    SECTION B: SUBJECTIVE TYPE QUESTIONS


               Answer any 3 out of the given 5 questions on Employability Skills.                    (2 × 3 = 6 marks)

               Answer each question in 20 – 30 words.
                6.  Explain the concept of active listening and provide two strategies that can enhance active listening skills.   2

                7.  Define any two of the following personality disorders.                                         2
                  a.   aranoid     b.  Anti social      c.  Obsessive  ompulsive

                8.  Mention two steps in which we can save a workbook.                                             2
                9.  Explain the concept of "circular economy." How does the adoption of circular economy principles contribute to the
                  reduction of waste and environmental impact?                                                     2
                  The adoption of circular economy principles contributes to waste reduction and environmental impact reduction by:
                       tending the lifespan of products through repair and refurbishment.
                      romoting recycling and reusing materials to minimi e resource depletion.
                      educing the need for ne  resource e traction and production.
                      o ering energy consumption and emissions associated  ith traditional linear production methods.
                  (ANY 2)
               10. Name two qualities of a person with entrepreneurial skills. Explain in a sentence each.         2

               Answer any 4 out of the given 6 questions in 20–30 words each.                    (2 × 4 = 8 marks)
               11. Define capstone project.                                                                        2

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