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Which of the following data sources are used here to collect data?

                    a.  Cameras                                        b.  Sensors
                    c.  Surveys                                        d.  Web scraping
                4.  An AI model uses input only from the dynamic environment that does not include any labelled data. It
                   uses a behavioural learning model and improves as it learns about the environment. As the learning
                   agent interacts with the environment while moving from one state to another, it is rewarded for success
                   but penalized for failure. Identify the learning model.
                    a.  Supervised learning                            b.  Unsupervised learning

                    c.  Reinforcement learning                         d.  All of the above


                                            Case Study Based Questions



                1.  The Chopra family, struggling with financial difficulties, wishes to enrol their bright 10-year-old son, Ravi,
                   in a prestigious private school. The school has high tuition fees, but it also has a scholarship program
                   for underprivileged students. However, competition for these scholarships is intense, and the school
                   administration  is concerned about  maintaining  financial  stability. After  approaching  the school,  the
                   school authorities provided all the details regarding the fee structure, enrolment procedures, and the
                   scholarship program to the family. Even though, Mr Chopra knew that it would be an onerous task for
                   him to keep his son in the school, he went ahead and got him admitted.

                    a.  Describe how the school exhibits the principle of Respect for Autonomy.
                    b.  Explain how the principles of Benefi cence and No-malefi cence are observed in the situati on.
                    c.  How can the school ensure the principle of Justi ce in the admission process?

                2.  Aanya lives in an apartment in a cooperative society that house 300 apartments. Recently, there have
                   been several cases of car thefts from the society. Also, some cases of non-residents entering the society
                   and parking their cars within the compound have been reported. The Resident Welfare Association
                   wants to implement an AI system to recognise and allow only authorised residents vehicles to enter the
                   compound. Special provision has to be made for the vehicles of guests of the residents who visit and stay
                   for a duration of time.

                    a.  Describe the above problem as per the 4Ws Problem canvas.
                    b.  Name some data sources that can be used to acquire data for creati ng the above system.

























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