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P. 117

UNIT-1






                                                                CAPSTONE PROJECT















                           Learning Outcomes




              •   nderstanding the  apstone  ro ect               •   nderstanding Defining the  roblem
              •  Decomposing the  roblem through D   rame ork     •   sing an Analytical Approach
              •   odel  alidation                                 •   etrics of  odel  uality  imple  aths
              •  Introduction to  ommonly used Algorithms         •   ho case through a  ompelling  tory




            Artificial Intelligence  AI) is all around us.  veryone are leveraging AI applications to make their life better.  ven
            has started using AI algorithms to detect suspicious data patterns to identify e amination centres that indulge in
            malpractices during e aminations conducted by the     . Organisations are using AI in customer service, human
            resource, I  automation, security, and more. In fact, India s AI market is e pected to reach   .  billion by     .
            In this unit, you  ill learn about the meaning of the capstone pro ect, apply concepts learned in class  I to solve
            real  orld problems.  e t, you  ill understand  hich algorithm to apply for your AI model and also learn about
            different  types  of  testing  methodologies.  At  the  end  of  the  chapter,  you   ill  learn  about  the  concept  of   oss
            functions.


                   Understanding the Capstone Project


             aving studied the various facets of AI, students can also create their o n small version of an AI model that can help
            to solve a real life problem.  his type of AI model is called capstone pro ect. A capstone pro ect is a comprehensive,
            independent, and final pro ect undertaken as a part of the curriculum designed to assess the skills, kno ledge, and
            e pertise a student has acquired.  uch a pro ect often involves researching a topic, evaluating a ne  technique or
            method, developing a health plan, researching a character or event in history, or even the composition of a sketch or
            play.
             o matter  hat type of pro ect you choose to undertake, the result is the same.  ou can demonstrate your understanding
            of the course material learnt and your readiness to enter the professional  orld to kickstart your career. It's a re arding
            e perience if it's done  ell.
             o, a capstone pro ect provides an opportunity for students to integrate all the kno ledge learnt during the course and
            demonstrate it. Ideally, a great capstone pro ect is one that




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