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A Brief Introduction to Neural Networks

A Brief Introduction to Neural Networks
Language:
Author: David Kriesel
Url: http://www.dkriesel.com/en/science/neural_networks
Format: Pdf
Category: Neural Networks
Pages: 244
Clicks: 1523

Description
Contents: From biology to formalization motivation, philosophy, history and realization of neural models; Introduction, motivation and history; Biological neural networks; Components of artificial neural networks; Fundamentals on learning and training samples; Supervised learning network paradigms; The perceptron, backpropagation and its variants; The singlelayer perceptron; Radial basis functions; Recurrent perceptron-like networks; Hopfield networks; Learning vector quantization; Unsupervised learning network paradigms; Self-organizing feature maps; Adaptive resonance theory; Excursi, appendices and registers; A Excursus: Cluster analysis and regional and online learnable fields; Excursus: Excursus: reinforcement learning.

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