پاورپوینت کامل Neural Networks 22 اسلاید در PowerPoint

قسمتی از پاورپوینت :
منابع

Neural network design, M. T. Hagan & H. B. Demuth & M. Beale PWS publishing company – 1996.
Neural network: A comprehensive foundation, Simon Haykin, Prentice Hall – 1999.
Application of Neural Networks to Adaptive Control of Nonlinear Systems, G. W. Ng, John Wiley & Sons Ltd, – 1997.

Intelligent Control Based on Flexible Neural Networks, M. Teshnehlab, K. Watanabe, Kluwer Academic Publication, 1999.
Neural Network for pattern recognition, Christopher Bishop, Clarendon Press Oxford – 1995.
Nonlinear system Identification (from classical Approacches to neural network and fuzzy models), Oliver Nelles, Springer – 2001.
Computational Intelligence, Andries P. Engelbercht, John Wiley & Sons Ltd, – 2002.

Syllabuses

Introduction: Objectives, History, Applications, Biological inspiration, Math inspiration!
Neural Network (NN) & Neuron Model: Feed Forward NN, Recurrent NN, Hamming NN, Hopfield NN, Single Layer Perceptron, and Multi Layer Perceptron.
Learning Algorithms
Supervised Learning: early learning algorithms, first order gradient methods, second order gradient methods, LRLS and IGLS algorithms.
Unsupervised Learning: hebbian learning, Boltzman machine, kohonen self- organizing learning.
Population based optimization: genetic algorithms, ant colony, particle swarm optimization (PSO).