V	Genetic - Biological Background Genetic - Biological Background Algorithm: - Genetic Algorithm Vs Traditional Algorithm - Basic Terminologies in Genetic Algorithm - Simple GA - General Genetic Algorithm - Operators in Genetic Algorithm.	14
Extended Professional Component (is a part of internal component only, Not to be included in the External Examination question paper)	Questions related to the above topics, from various competitive examinations UPSC / TRB / NET / UGC - CSIR / GATE / TNPSC / others to be solved (To be discussed during the Tutorial hour)
Skills acquired from the course	Knowledge, Problem Solving, Analytical ability, Professional Competency, Professional Communication and Transferrable Skill
Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH
CO/PO	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3 2 PO3 2 2 PO2 3 2 3 PO1	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3 2 PO3 2 2 PO2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3 2 PO3	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5
Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2	3	2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3 2 PO3 2 2 PO2 3 2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3
Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3	2
Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2
Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3 2 PO3 2 2 PO2 3 2 3 PO1 CO4	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3 2 PO3 2 2 PO2 3	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3 2 PO3 2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2
Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5	2	2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3 2 PO3 2 2 PO2 3 2 3	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3 2 PO3 2 2	Learning Resources: • Recommended Texts nd 1. S.N. Sivanandam and S.N. Deepa, 'Principles of Soft Computing', 2 Edition, Wiley India Pvt. Ltd. nd 2. Stuart Russell and Peter Norvig, 'Artificial Intelligence - A Modern Approach', 2 Edition, Pearson Education in Asia. 3. S. Rajasekaran, G. A. Vijayalakshmi, 'Neural Networks, Fuzzy Logic and Genetic Algorithms: Synthesis & Applications', PHI. • Reference Books 1. F. Martin, Mc neill, and Ellen Thro, 'Fuzzy Logic: A Practical approach', AP Professional, 2000. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. 2. Chin Teng Lin, C. S. George Lee,' Neuro - Fuzzy Systems', PHI. • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 2 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 2 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 3 2 2 CO1 2 2 PO5 2 3 CO5 2 CO2 2 3 3 3 3 PO4 3 CO3 2