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Neural Network (Application (Aerospace, Military, Electronics, Financial,…
Neural Network
Application
Aerospace
Military
Electronics
Financial
Industrial
Medical
Speech
Software
Time Series Prediction
Control
Anomaly Detection
History
MCCulloch and Pitts proposed the McCulloch-Pitts neuron model (1943)
Hebb published The Organization of Behaviour(1949)
Rosenblatt introduced the simple single layer network(1958)
Kohonen developed the Self-Organizing Maps(1982)
Sub-field of Radial Basis Function Networks developed(1990)
Power of Neural Network Ensembles & Support Vector Machines (2000s)
Theoretical Properties
Computational Power
Capacity
Convergence
Generalization and statistics
Challenges
Proneness to overfitting
Huge amount of data
Greater Computational Burden
Lack of flexibility and multitasking
Learning Stragies
Supervised Learning
Unsupervised Learning
Reinforcement Learning
Layers
Input Layer
Hidden Layer
Output Layer
Variants
Adaptive Resoance Theory
Kohonen Self Organizing Maps
Types
FeedForward ANN
Feedback ANN