Design classes for students, courses, and grades, with function student grades, calculating GPA, and generating academic transcripts.

$(5$ marks$)$

A healthcare provider wants to improve diagnostic accuracy and patient outcomes using AI$.$ What approach could be taken?

$(5$ marks$)$

An e$-$commerce platform aims to increase sales by offering personalized product recommendations to its users. How can $AI$ be utilized to enhance their shopping experience?

a$.$ What is Markov's Decision process?

b$.$ State four types of Artificial Intelligence.

$(5$ marks$)$

$(3$ marks$)$

$(2$ marks$)$

a$.$ What is the Difference Between Parametric and Non$-$parametric Models. $(3$ marks$)$

b$.$ What is bias in machine learning, and why is it important?

$(2$ marks$)$

Total Marks: $20$

SECTION B $(40$ Marks$)$

ANSWER ONLY FOUR QUESTIONS IN THIS SECTION

a$.$ Define supervised learning.

$(1$ mark$)$

b$.$ Difference between logistic regression and KNN algorithms.

$(3$ marks$)$

c$.$ How does machine learning differ from traditional programming?

$(3$ marks$)$

d$.$ What are the ethical concerns associated with AI$?$

$(3$ marks$)$

a$.$ Explain unsupervised learning.

$(2$ marks$)$

b$.$ How do you evaluate the performance of an AI model?

$(2$ marks$)$

c$.$ Explain two methods of how overfitting can be mitigated.

$(4$ marks$)$

d$.$ How can AI impact society?

$(2$ marks$)$