GUJARAT TECHNOLOGICAL UNIVERSITY
BE - SEMESTER- VIII (New) EXAMINATION — WINTER 2019
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Subject Code: 2180703 Date: 27/11/2019Subject Name: Artificial Intelligence
Time: 02:30 PM TO 05:00 PM Total Marks: 70
Instructions:
- Attempt all questions.
- Make suitable assumptions wherever necessary.
- Figures to the right indicate full marks.
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MARKS | ||
Q.1 (a) | Define the term “Artificial Intelligence”. Explain how AI techniques improve real-world problem solving. | 03 |
(b) | What is the significance of the “Turing Test” in AI? Explain how it is performed. | 04 |
(c) | Enlist and discuss the major task domains of Artificial Intelligence. | 07 |
Q.2 (a) | What is meant by “control strategy”? State the requirements of a good control strategy. | 03 |
(b) | Explain what is meant by “Production System” with respect to AI. Discuss the components of a Production System. | 04 |
(c) | Explain how a problem can be analyzed based on its characteristics. Analyze the game of ‘8-Puzzle” based on these characteristics. | 07 |
OR | ||
(c) | Consider the Water Jug problem stated below: Water Jug Problem: “You are given two jugs, a 4-gallon one and a 3-gallon one. Neither has any measuring markers on it. There is a pump that can be used to fill the jugs with water. How can you get exactly 2 gallons of water into the 4-gallon jug?” Explain how this problem can be solved using State Space Search. Also, give the Production Rules to solve this problem and derive ONE feasible solution using the same. | 07 |
Q.3 (a) | Explain why it is necessary to choose appropriate ‘granularity’ for knowledge representation. | 03 |
(b) | Differentiate between Breadth First Search and Best First Search. | 04 |
(c) | Explain the MiniMax search procedure for Game Playing using suitable example. What is the significance of Alpha and Beta cut-offs? | 07 |
OR | ||
Q.3 (a) | What is “iterative deepening”? How is it useful in time constrained search? | 03 |
(b) | Differentiate between Rapprochement Reasoning and Rigorous Reasoning. | 04 |
(c) | Explain the algorithm for Steepest-Ascent Hill Climbing. Briefly describe the situations in which hill climbing may fail to find a solution. | 07 |
Q.4 (a) | What is a heuristic? What care should you take while designing a heuristic function? | 03 |
(b) | Explain probabilistic inference in Bayesian Networks with the help of a suitable example. | 04 |
(c) | Consider the following facts: --- Content provided by FirstRanker.com ---
| 07 |
OR | ||
Q.4 (a) | Explain the difference between Boolean and Fuzzy Set membership using a suitable example. | 03 |
(b) | Explain Problem Reduction using “AND-OR” graph. | 04 |
(c) | What is a “Semantic Net”? Illustrate ‘property inheritance’ in Semantic Network using “isa” and “instance” attributes. | 07 |
Q.5 (a) | Enlist some applications of Neural Networks. | 03 |
(b) | Explain “Morphological Analysis” and “Syntax Analysis” in Natural Language Processing. | 04 |
(c) | Write Prolog programs to perform the following: --- Content provided by FirstRanker.com --- 1) Find the last element of a list2) Merge two sorted integer lists L1 and L2 to generate a final sorted list L3. (For example, if L1= [1,3] and L2=[2,5,8], then L3=[1,2,3,5,8]) | 07 |
OR | ||
Q.5 (a) | State the factors which may make understanding of natural language difficult for a computer. | 03 |
(b) | Write a note on non-monotonic reasoning. | 04 |
(c) | Demonstrate the use of ‘cut’ and ‘fail’ predicates in Prolog with the help of a suitable example. | 07 |
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