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Self Organising Maps (Kohonen)

(8th-February-2021) • The Self Organising Map or Kohonen network uses unsupervised learning. • Kohonen networks have a single layer of...

Recurrent Networks

(7th-February-2021) • Elman Networks • Hopfield

Auto-associative NNs

(6th-February-2021) • The auto-associative neural network is a special kind of MLP - in fact, it normally consists of two MLP networks...

TD NNs applications

(5th-February-2021) • Adaptive Filter is following. • Prediction example

Design Considerations

(4th-February-2021) • What transfer function should be used? • How many inputs does the network need? • How many hidden layers does the...

The Learning Rule

(3rd-February-2021) • Other architectures

The Learning Rule

(2nd-February-2021) • The delta rule is often utilized by the most common class of ANNs called backpropagational neural networks. • When...

backpropagation

(1st-February-2021) • A set of examples for training the network is assembled. Each case consists of a problem statement (which...

Feedforword NNs

(31th-January-2021) • The basic structure off a feedforward Neural Network • Thelearning rule modifies the weights according to the input...

Perceptrons

(30th-January-2021) • The perceptron neuron produces a 1 if the net input into the transfer functionis equal to or greater than 0,...

Training methods

(29th-January-2021) • Supervised learning • In supervised training, both the inputs and the outputs are provided. The network then...

The Key Elements of Neural Networks

(28th-January-2021) • Neural computing requires a number of neurons, to be connected together into a neural network. Neurons are arranged...

The Biological Neuron

(27th-January-2021) • The brain is a collection of about 10 billion interconnected neurons. Each neuron is a cell that uses biochemical...

What can you do with an NN and what not?

(26th-January-2021) • In principle, NNs can compute any computable function, i.e., they can do everything a normal digital computer can...

Applications off NNs

(25th-January-2021) • Applications off NNs are following example. • classification • in marketing: consumer spending pattern...

NNs vs Computers

(24th-January-2021) • Digital Computers • Deductive Reasoning. We apply known rules to input data to produce output. • Computation is...

Neural Networks

(23rd-January-2021) • Development of Neural Networks date back to the early 1940s. It experienced an upsurge in popularity in the late...

Final Program Look on NetBeans Test Project

(22th-January-2021) • We will have something like this as the final form of the program Program Output The final program output will be...

Creating classifiers Directory on NetBeans Test Project

(21th-January-2021) • Make a directory by name of classifiers in the project root directory • Copy english.all.3class.distsim.crf.ser.gz...

Creating NetBeans Test Project

(20th-January-2021) • Now let us use this unzipped directory for testing the Stanford NER library • We will be using NetBeans IDE 8.1 •...

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