End Sem June 2024 Question Paper
AKTU end-semester examination, June 2024. Course code ETIT410.
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soft-computing-2024-06.pdf · 37 KB
AKTU end-semester examination, June 2024. Course code ETIT410.
AKTU end-semester examination, July 2023. Course code ETIT410.
Official GGSIPU (USET) syllabus, unit-wise — Computer Science & Engineering, semesters 3 to 8. Source: https://www.ipu.ac.in/univsyllabus/btechsyllabus010813/2Final%20B.Tech%20Syllabus%203rd%20Semester4,5,6,7,8/3Final%20Syllabus-CSE-3rd%20Semester4,5,6,7,8.pdf
Neural Networks: History, overview of biological Neuro-system, Mathematical Models of Neurons, ANN architecture, Learning rules, Learning Paradigms-Supervised, unsupervised and reinforcement Learning, ANN training Algorithms- perceptions, Training rules, Delta, Back Propagation Algorithm, Multilayer Perceptron Model, Hopfield Networks, Associative Memories, Applications of Artificial Neural Networks.
Fuzzy Logic: Introduction to Fuzzy Logic, Classical and Fuzzy Sets: Overview of Classical Sets, Membership Function, Fuzzy rule generation. Operations on Fuzzy Sets: Compliment, Intersections, Unions, Combinations of Operations, Aggregation, Operations.
Fuzzy Arithmetic: Fuzzy Numbers, Linguistic Variables, Arithmetic Operations on Intervals & Numbers, Lattice of Fuzzy Numbers, Fuzzy Equations. Fuzzy Logic: Classical Logic, Multivalued Logics, Fuzzy Propositions, Fuzzy Qualifiers, Uncertainty based Information: Information & Uncertainty, Nonspecificity of Fuzzy & Crisp Sets, Fuzziness of Fuzzy Sets.
Introduction of Neuro-Fuzzy Systems: Architecture of Neuro Fuzzy Networks. Application of Fuzzy Logic: Medicine, Economics etc. Genetic Algorithm: An Overview, GA in problem solving, Implementation of GA.