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vi.  What is the main goal of incorporating green skills into the workforce?                        1
                  (a) To increase industrial production          (b) To reduce employment opportunities
                  (c) To address environmental challenges sustainably      (d) To focus solely on economic growth

            2.  Answer any 5 out of the given 6 questions                                        (1 × 5 = 5 marks)
                i.  In Design Thinking, ………………………. phase involves gathering user feedback on the prototypes you've created as well as
                  obtaining a better understanding of your users.                                                  1
                  (a) Prototype                                  (b) Test
                  (c) Ideate                                     (d) Empathize
                ii.  ………………………. is the first step involved in telling an effective data story.                     1
                  (a) Creating visuals                           (b) Adding narrative
                  (c) Understanding the Audience                 (d) Gathering data
                iii  Match the following.                                                                          1
                  1.  Which category?                            A.  (Anomaly Detection)
                  2.  How much or how many?                      B.  (Regression)
                  3.  Which group?                               C.  (Recommendation)
                  4.  Is this unusual?                           D.  (Classification)
                  5.  Which option should be taken?              E.   (Clustering)
                  (a) 1=D, 2=B, 3=E, 4=A, 5=C                    (b) 1=C, 2=D, 3=B, 4=E, 5=A
                  (c) 1=D, 2=B, 3=C, 4=E, 5=A                    (d) 1=E, 2=A, 3=D, 4=C, 5=B
               iv.  Identify two AI development tools from the following:                                          1
                  1.  DataRobot                            2.  Python
                  3.  Scikit Learn                         4.  Watson Studio
                  (a) 1 & 2                                      (b) 2 & 3

                  (c) 1 & 3                                      (d) 1 & 4
                v.  You want to predict future house prices. The price is a continuous value, and therefore we want to do regression. Which loss
                  function should be used here?                                                                    1
                  (a) RMSE                                       (b) MSE
                  (c) Exponential error                          (d) MAE
               vi.  The design phase of the AI Model Life Cycle is an ………………………. process.                          1
                  (a) compact                                    (b) permanent
                  (c) periodic                                   (d) iterative

            3.  Answer any 5 out of the given 6 questions.                                       (1 × 5 = 5 marks)
                i.  Techniques like descriptive statistics and visualisations can be applied to datasets after the original data gathering to analyse
                  the content. To close the gap, additional data collecting may be required. Identify the stage of this analytic approach.   1
                  (a) Data Requirements                          (b) Data Gathering
                  (c) Data Understanding                         (d) Data Preparation
                ii.  Stories create ………………………. experiences that transport the audience to another space and time.   1
                  (a) unpleasant                                 (b) tedious
                  (c) repetitive                                 (d) engaging
               iii.  In this phase, we define the project's strategic business objectives and desired outcomes, align all stakeholders' expectations
                  as well as establish success metrics. Identify this phase of the AI Model Life Cycle.            1
                  (a) Design                                     (b) Scoping

                  (c) Evaluation                                 (d) Data Collection





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