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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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