Artificial Intelligence Search Methods for Problem Solving Week 0 Assignment Solutions .
How to Submit NPTEL Weekly Assignments Online and Help of Swayam App.
Course :- Artificial Intelligence Search Methods for Problem Solving
By :- Prof. Deepak Khemani
Organisation - IIT Madras
Platform - [ Ссылка ]
or
Swayam Mobile Application
COURSE TYPE
Elective
COURSE LEVEL
Undergraduate
COURSE LAYOUT
Week 0 Introduction and Historical Perspective: Turing Test, Language and Thought, Agents
Week 1 Introduction and Historical Perspective: Mind, Reasoning, Computation, Chess
Week 2 State Space Search: Depth First Search, Breadth First Search, DFID
Week 3 Heuristic Search: Best First Search, Hill Climbing, Beam Search
Week 4 Traveling Salesman Problem, Tabu Search, Simulated Annealing
Week 5 Population Based Search: Genetic Algorithms, Ant Colony Optimization
Week 6 Branch & Bound, Algorithm A*, Admissibility of A*
Week 7 Monotone Condition, IDA*, RBFS, Pruning OPEN and CLOSED in A*
Week 8 Problem Decomposition, Algorithm AO*, Game Playing
Week 9 Game Playing: Algorithms Minimax, AlphaBeta, SSS*
Week 10 Rule Based Expert Systems, Inference Engine, Rete Algorithm
Week 11 Planning: Forward/Backward Search, Goal Stack Planning, Sussman’s Anomaly
Week 12 Plan Space Planning, Algorithm Graphplan
The following topics are not part of evaluation for this course, and are included for the interested student. These topics will be covered in detail in two followup courses "AI: Knowledge Representation and Reasoning" and "AI: Constraint Satisfaction Problems".
A1 Constraint Satisfaction Problems, Algorithm AC-1, Knowledge Based Systems
A2 Propositional Logic, Resolution Refutation Method
A3 Reasoning in First Order Logic, Backward Chaining, Resolution Method
BOOKS AND REFERENCES
Text Book:
1. Deepak Khemani. A First Course in Artificial Intelligence, McGraw Hill Education (India), 2013.
Reference Books:
1. Stefan Edelkamp and Stefan Schroedl. Heuristic Search: Theory and Applications, Morgan Kaufmann, 2011.
2. John Haugeland, Artificial Intelligence: The Very Idea, A Bradford Book, The MIT Press, 1985.
3. Pamela McCorduck, Machines Who Think: A Personal Inquiry into the History and Prospects of Artificial Intelligence, A K Peters/CRC Press; 2 edition, 2004.
4. Zbigniew Michalewicz and David B. Fogel. How to Solve It: Modern Heuristics. Springer; 2nd edition, 2004.
5. Judea Pearl. Heuristics: Intelligent Search Strategies for Computer Problem Solving, Addison-Wesley, 1984.
6. Elaine Rich and Kevin Knight. Artificial Intelligence, Tata McGraw Hill, 1991.
7. Stuart Russell and Peter Norvig. Artificial Intelligence: A Modern Approach, 3rd Edition, Prentice Hall, 2009.
8. Eugene Charniak, Drew McDermott. Introduction to Artificial Intelligence, Addison-Wesley, 1985.
9. Patrick Henry Winston. Artificial Intelligence, Addison-Wesley, 1992.
CERTIFICATE
The course is free to enroll and learn from. But if you want a certificate, you have to register and write the proctored exam conducted by us in person at any of the designated exam centres.
The exam is optional for a fee of Rs 1000/- (Rupees one thousand only).
Date and Time of Exams: 19 December 2020 Morning session 9am to 12 noon; Afternoon Session 2pm to 5pm.
Registration url: Announcements will be made when the registration form is open for registrations.
The online registration form has to be filled and the certification exam fee needs to be paid. More details will be made available when the exam registration form is published. If there are any changes, it will be mentioned then.
Please check the form for more details on the cities where the exams will be held, the conditions you agree to when you fill the form etc.
CRITERIA TO GET A CERTIFICATE
Average assignment score = 25% of average of best 8 assignments out of the total 12 assignments given in the course.
Exam score = 75% of the proctored certification exam score out of 100
Final score = Average assignment score + Exam score
YOU WILL BE ELIGIBLE FOR A CERTIFICATE ONLY IF AVERAGE ASSIGNMENT SCORE =10/25 AND EXAM SCORE = 30/75. If one of the 2 criteria is not met, you will not get the certificate even if the Final score = 40/100.
Certificate will have your name, photograph and the score in the final exam with the breakup.It will have the logos of NPTEL and IIT Madras .It will be e-verifiable at nptel.ac.in/noc.
Only the e-certificate will be made available. Hard copies will not be dispatched.
Once again, thanks for your interest in our online courses and certification. Happy learning.
- NPTEL Solutions team
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