Bachelors Level/Second Year/Fourth Semester/Science bit/fourth semester/artificial intelligence/syllabus wise questions

Bachelors In Information Technology

Institute of Science and Technology, TU

Artificial Intelligence (BIT252)

Year Asked: 2082, syllabus wise question

Agents
1.
What is intelligent agent? Construct PEAS framework a particle picking robot. [1+4]
Expert System
1.
How expert system works? Explain the architecture of expert system. [2+3]
Introduction
1.
What is artificial intelligence? State Turing Test. [5]
Knowledge Representation
1.
How unification and lifting is done in predicate logic? Construct a knowledge base in first order predicate logic for following statements and convert them to CNF form: All students are smart people. All smart people are not intelligent. Someone is intelligent. Either all students are intelligent or all students are hardworking. [4+6]
2.
How knowledge is represented using scripts? Support your answer with example. [3+2]
Natural Language Processing
1.
Discuss the discourse and pragmatic analytics in natural language processing. [5]
Neural Network
1.
What is learning rule? How learning is done in ANN using back propagation algorithm? [2+8]
2.
Describe the mathematical model of ANN. Differentiate feed-forward ANN from feed-back ANN. [2+3]
Problem Solving by Searching
1.
How problems is formulated in state space representation? Create a state space representation with start and goal state. Configure the states with appropriate heuristics and actual cost.Show search path using Greedy Best First Search. [2+2+6]
2.
How iterative deepening search is used to find goal in state space? Illustrate using example. [5]
1.
State the Dempster-Shafer Theory. How is it used in statistical reasoning? [3+2]
2.
How learning by genetic algorithm is performed? [5]