Training Models Theory

• Neural Network introduction
• ART Neural Network
• Backpropagation
• Kohonen Neural Network
• Hopfield
• Perceptron & Adaline

Related Topics

• Artificial Intelligence
• Digital Signal Processing (DSP)
• Genetic Algorithms
• Intelligent Search
• Logic Programming
• Machine Learning

Applications of Neural Networks

• Robot Control
• Speech Recognition
• Stock Market Prediciton

Main

• Home page
• Neural Network Blog
• Directory
  Link directory a list of quality sites from different topics
• References
  A list of book references used to provide all the information

Related Topics

• Artificial Intelligence
• Introduction to Artificial Intelligence
• Defining Artificial Intelligence
• General Problem Solving Approaches in AI
• The Disciplines of Artificial Intelligence
• The Subject of Artificial Intelligence
• Applications of Artificial Intelligence Techniques
• Digital Signal Processing (DSP)
• Introduction
• Applications of DSP
• Telecomunications
• Audio Processing
• Echo Location
• Image Processing
• DSP Fundamentals
  • Signals and Systems
    • Requirements for Linearity
  • Convolution
  • Correlation ...Soon
  • DFT Discrete fouirer transfomation...Soon
  • FFT Fast fourier Transformation...Soon
• Genetic Algorithms
• Introduction
• Deterministic Explanation of Holland's Observation
• Stochastic Explanation of Genetic Algorithms
• The Fundamental Theorem of Genetic Algorithms
• The Markov Model for Convergence Analysis
• Intelligent Search
• Introduction
• General Problem Solving Approaches
  • Breadth First Search
  • Depth First Search
  • Iterative Deepening Search
  • Hill Climbing
  • Simulated Annealing
• Heuristic Search
  • Heuristic Search for OR Graphs
• Machine Learning
• Introduction
• Supervised Learning
  • Inductive Learning
  • Analogical Learning

Neural Networks Training Models

• Neural Network introduction
• Introduction
• Biological Model
• Matematical Model
• Activation Functions
• A framework for distributed representation
• Neural Network Topologies
• Training of artifcial neural networks
• ART Neural Network
  An introduction to the adaptative resonance theory, training model
• Introduction
• The Adaptative Resonance Theory: ART
  • ART1: The simplified neural network model
  • ART1: The original model
• THE ART1 C Source code..soon
• Backpropagation
  The backpropagation training model explanations and algorithms
• Multi-layer feed-forward networks
• Delta rule
• Understanding Backpropagation
• Working with backpropagation
• Kohonen Neural Network
  Introduciton to Kohonen neural network
• Introduction
• The SOM Learning Algorithm
• Hopfield
  The hopfield neural network model and algorithm.
• Perceptron & Adaline
  An explanation about the perceptron model and the adaline training model

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Applications of Neural Networks

• Robot Control
• Introduction
• End-efector positioning
  • Camera-robot coordination
    • Approach 1: Feed-forward networks
    • Approach 2: Topology conserving maps
• Speech Recognition
• Introduction
• Fundamentals of Speech Recognition
• Dynamic Time Warping Algorithm
• Neural Network Approaches
  • Phoneme Classification
    • Static Approaches
    • Dynamic Approaches
• Stock Market Prediciton
• Introduction
• Stock Markets and Prediction
• Prediction Using Neural Networks