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Aritifical Intelligence and Fuzzy Logic
Aritifical Intelligence and Fuzzy Logic
Curriculum
1 Section
32 Lessons
10 Weeks
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Aritifical Intelligence and Fuzzy Logic
32
2.1
Lecture 1: Introduction
2.2
Lecture 2: Linear Neural networks
2.3
Lecture 3: Multi layered neural networks
2.4
Lecture 4: Back Propagation Algorithm revisited
2.5
Lecture 5: Non linear system analysis – I
2.6
Lecture 6: Non linear system analysis – II
2.7
Lecture 7: Radial Basis function networks
2.8
Lecture 8: Adaptive learning rate
2.9
Lecture 9: Weight update rules
2.10
Lecture 10: Recurrent networks Back propagation through time
2.11
Lecture 11: Recurrent networks Real time recurrent learning
2.12
Lecture 12: Self organizing Map – Multidimensional networks
2.13
Lecture 13: Fuzzy sets – A Primer
2.14
Lecture 14: Fuzzy Relations
2.15
Lecture 15: Fuzzy Rule base and Approximate Reasoning
2.16
Lecture 16: Introduction to Fuzzy Logic Control
2.17
Lecture 17: Neural Control A review
2.18
Lecture 18: Network inversion and Control
2.19
Lecture 19: Neural Model of a Robot manipulator
2.20
Lecture 20: Indirect Adaptive Control of a Robot manipulator
2.21
Lecture 21: Adaptive neural control for Affine Systems SISO
2.22
Lecture 22: Adaptive neural control for Affine systems MIMO
2.23
Lecture 23: Visual Motor Coordination with KSOM
2.24
Lecture 24: Visual Motor coordination – quantum clustering
2.25
Lecture 25: Direct Adaptive control of Manipulators – Introduction
2.26
Lecture 26: NN based back stepping control
2.27
Lecture 27: Fuzzy Control – a Review
2.28
Lecture 28: Mamdani type flc and parameter optimization
2.29
Lecture 29: Fuzzy Control of a pH reactor
2.30
Lecture 30: Fuzzy Lyapunov controller – Computing with words
2.31
Lecture 31: Controller Design for a T-S Fuzzy model
2.32
Lecture 32: Linear controllers using T-S fuzzy model
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