Lecture Notes || SNS Courseware

Subject Details

Dept : EEE

Sem : 7

Regul : 2019

Faculty : Dr.M.Sudha

phone : 8903444955

E-mail : sudha.m.ece@snsce.ac.in

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Lecture Notes

UNIT 1:

History and Introduction, Intelligence, Communication, Learning, Artificial Intelligence, Importance

Progress of Artificial Intelligence, Growth of AI

AI and Industry, AI and the world, Current Trends in Applied AI

Definitions, Programming Methods, Techniques,

,IntelligentSystems,Roleof IS Comparison with conventional programs

Modeling, Simulation and AI

UNIT 2:

Artificial Neural Network: introduction

knowledge representation

neural network models-architectures

difference between human intelligence and machine intelligence

neural network models

learning process

UNIT 3:

properties of fuzzy sets

Introductionâ€“fuzzy sets

membership functionâ€“ fuzzy inference

fuzzification, arithmetic operations of fuzzy numbers

defuzzification methods

ANFIS

UNIT 4:

Linear Regression

Logistic Regression

Classifiers

Support Vector Machine

clustering

overview

UNIT 5:

Applications of AI techniques

load forecasting, load flow studies

economic load dispatch

load frequency control

Electric Vehicles

Case Studies

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