BSc CS Sem 5 November 2024 November 2024 Artificial Intelligence Question Paper - Mumbai University | munotes

Questions asked in this paper

• 2) Figures to the right indicate marks

1. Q3 Illustrations, in-depth answers and diagrams will be
2. Q4 Mixing of sub-questions is not allowed
3. Q1 Attempt ANY FOUR from the following:
   • (a) States, Initial States, Actions, Transition Model, Goal Test and Path Cost for 8-Queens problem
   • (b) Explain the concept of Depth Limited Search Strategy with suitable
   • (c) Explain Episodic and Sequential properties of the Task environment along with suitable example
   • (d) Explain the role of Neuroscience field in the foundation of Artificial an short note on Model Based
   • (f) the graph given below. Use Breadth First to traverse by considering Node 1 as starting node and Node 10 as goal
4. Q2 Attempt ANY FOUR from the (20M) What is Feed Forward Neural Network? Write note on Multi-Layer Feed
   • (b) What is Regularization? Explain Ridge Regression Technique
   • (c) How does Polynomial Regression model non-linear relationships in data? Why is it effective?
   • (d) Explain the architecture of Fuzzy Logic System Write a short Gradient Descent
   • (f) Reasoning in Artificial Intelligence? Explain Inductive Reasoning with suitable example: ANY FOUR from the following: (20M)
   • (a) the concept of Unsupervised Learning
   • (b) Write note on Naive Bayes Model
   • (c) Explain the concept of Hidden Markov Model
   • (d) Explain the concept of Q-Learning
   • (e) Write a short note on Statistical Learning Consider the database given below
   • i) Support (Butter)
   • iv) Confidence
5. Q4 ANY FFVE from the foltowing:
   • (a). Write PEAS for Refinery Controller and Satellite Image Analysis System
   • (b) Explain Thinking Rationally approach of
   • (c) Explain the concept of hyperplane and margin with respect, to Support
   • (d) is Give example of it Explain the concept of Active Reinforcement Learning
   • (f) | What is Market Basket Analysis?

Read from the scan above, so a character or two may differ. The scan is the original.